{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1 数据准备-liepin-PM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.1 请求页面准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "请输入你要查询的职位产品经理\n"
     ]
    }
   ],
   "source": [
    "用户输入职位 = input(\"请输入你要查询的职位\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "城市编码 = {\n",
    "    '北京':'010',\n",
    "    '上海':'020',\n",
    "    '广州':'050020',\n",
    "    '深圳':'050090'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "请输入你想要查询的城市上海\n"
     ]
    }
   ],
   "source": [
    "用户输入城市 = 城市编码[input(\"请输入你想要查询的城市\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'%7B%22jobId%22%3A%2245381167%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"imId\":\"ff0ca43f1220e532c94f4d0c9b7b96ae\",\"imUserType\":\"2\",\"jobId\":\"45381167\",\"userId\":\"01f4e2b411bebd1081308c72b1ad2eb8\",\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'}, {'job': {'labels': [], 'jobId': '36570431', 'title': '产品经理Product Manager', 'salary': '20-40k', 'dq': '上海-浦东新区', 'topJob': False, 'refreshTime': '20220901102252', 'jobKind': '2', 'requireEduLevel': '统招本科', 'link': 'https://www.liepin.com/job/1936570431.shtml', 'advViewFlag': False, 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '5-10年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=36'}, 'recruiter': {'chatted': False, 'imId': '4666c0772d53456e3eae059a38e31609', 'imUserType': '2', 'recruiterName': '朱女士', 'recruiterTitle': '招聘经理', 'recruiterId': '34b6c101979b1cf83dc7f9370c11d0a1', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'comp': {'compScale': '10000人以上', 'compName': '博彦科技', 'compIndustry': 'IT服务', 'compId': 878518, 'compStage': '中小板上市', 'compLogo': '5bfe9e9474719d2aa34b9a3403a.png', 'link': 'https://www.liepin.com/company/878518/'}, 'dataInfo': '%7B%22jobId%22%3A%2236570431%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"imId\":\"4666c0772d53456e3eae059a38e31609\",\"imUserType\":\"2\",\"jobId\":\"36570431\",\"userId\":\"34b6c101979b1cf83dc7f9370c11d0a1\",\"recruiterName\":\"朱女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'}, {'job': {'labels': ['渠道销售', '市场洞察', '销售管理'], 'jobId': '51876697', 'title': 'Associate Product Manager 助理产品经理', 'salary': '15-20k', 'dq': '上海-徐汇区', 'topJob': False, 'refreshTime': '20220815101931', 'jobKind': '2', 'requireEduLevel': '本科', 'link': 'https://www.liepin.com/job/1951876697.shtml', 'advViewFlag': False, 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '1-3年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37'}, 'recruiter': {'chatted': False, 'imId': '6b15d4d3f3c9da4b4f3475fd061985f8', 'imUserType': '2', 'recruiterName': '徐女士', 'recruiterTitle': '', 'recruiterId': 'e90fdab6e53111be261e89c17f23b8de', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compScale': '100-499人', 'compName': '健源医疗科技(无锡)有限公司', 'compIndustry': '医疗器械', 'compId': 12997039, 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'link': 'https://www.liepin.com/company/12997039/'}, 'dataInfo': '%7B%22jobId%22%3A%2251876697%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"imId\":\"6b15d4d3f3c9da4b4f3475fd061985f8\",\"imUserType\":\"2\",\"jobId\":\"51876697\",\"userId\":\"e90fdab6e53111be261e89c17f23b8de\",\"recruiterName\":\"徐女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'}, {'job': {'labels': ['策略产品'], 'jobId': '46522149', 'title': '高级产品线经理/产品经理/PM', 'salary': '20-30k·16薪', 'dq': '上海-徐汇区', 'topJob': False, 'refreshTime': '20230529153325', 'jobKind': '1', 'requireEduLevel': '本科及以上', 'link': 'https://www.liepin.com/a/46522149.shtml', 'advViewFlag': False, 'requireWorkYears': '3-5年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38'}, 'recruiter': {'chatted': False, 'imId': 'e12799cb65d655ec1b4fb320fc878e26', 'imUserType': '2', 'recruiterName': '李女士', 'recruiterTitle': '猎头顾问', 'recruiterId': '956ebee2361569188ba6a5794791ddb0', 'recruiterPhoto': '60666f1dbb0e210e47cbca3b03u.png'}, 'comp': {'compScale': '1-49人', 'compName': '某上海电子/半导体/集成电路公司', 'compIndustry': '电子/半导体/集成电路', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'link': ''}, 'dataInfo': '%7B%22jobId%22%3A%2246522149%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"imId\":\"e12799cb65d655ec1b4fb320fc878e26\",\"imUserType\":\"2\",\"jobId\":\"46522149\",\"userId\":\"956ebee2361569188ba6a5794791ddb0\",\"recruiterName\":\"李女士\",\"jobKind\":\"1\",\"recruiterPhoto\":\"60666f1dbb0e210e47cbca3b03u.png\"}'}, {'job': {'labels': ['硬件产品', '数据产品', '硬件系统集成', '计算机软件', '产品规划', '团队管理', '用户研究', '产品优化', '需求分析', '市场调研'], 'jobId': '32938625', 'title': '产品经理 /高级产品经理( Product Manager)--云数据管理', 'salary': '30-55k·13薪', 'dq': '上海-静安区', 'topJob': False, 'refreshTime': '20230512110850', 'jobKind': '1', 'requireEduLevel': '统招本科', 'link': 'https://www.liepin.com/a/32938625.shtml', 'advViewFlag': False, 'requireWorkYears': '5-10年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'}, 'recruiter': {'chatted': False, 'imId': 'cabf0e3d69eaeb386b15966466d2d9d8', 'imUserType': '2', 'recruiterName': '孙女士', 'recruiterTitle': '猎头顾问', 'recruiterId': 'cf7fcf23eafd422f063863e0b779ce06', 'recruiterPhoto': '620cea0ea7b36c76d02206f302u.jpg'}, 'comp': {'compScale': '100-499人', 'compName': '著名云数据管理公司', 'compIndustry': '计算机软件', 'compStage': 'B轮', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'link': ''}, 'dataInfo': '%7B%22jobId%22%3A%2232938625%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"imId\":\"cabf0e3d69eaeb386b15966466d2d9d8\",\"imUserType\":\"2\",\"jobId\":\"32938625\",\"userId\":\"cf7fcf23eafd422f063863e0b779ce06\",\"recruiterName\":\"孙女士\",\"jobKind\":\"1\",\"recruiterPhoto\":\"620cea0ea7b36c76d02206f302u.jpg\"}'}], 'compList': []}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}, 'pagination': {'totalPage': 10, 'pageSize': 40, 'currentPage': 0, 'totalCounts': 807, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "import pandas\n",
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd\n",
    "\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": 用户输入城市,\n",
    "            \"dq\": 用户输入城市,\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": str(用户输入职位),\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': 'inited_user=0b40e95258783b742e53b3c4507c0e74; __gc_id=ba575649f262440b97583f40312082aa; __uuid=1680367209983.58; _ga=GA1.1.1780140015.1681902728; need_bind_tel=false; new_user=false; c_flag=fd8e161021d62dd50e5032f3c60a147a; imClientId=40be7e37d455d9dca12bac537377bfad; imId=40be7e37d455d9dc3e4f5f0f695234e5; imClientId_0=40be7e37d455d9dca12bac537377bfad; imId_0=40be7e37d455d9dc3e4f5f0f695234e5; XSRF-TOKEN=p9QLPjJMQx-fu-i4zHjHkA; __tlog=1686135762104.38%7C00000000%7C00000000%7Cs_o_007%7Cs_o_007; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1683716818,1685532618,1685585264,1686135762; acw_tc=2760828a16861357626407991edc7db7268d07d91730c11cbe4406bd01776f; UniqueKey=fe87a9f3258ac642a9dba665e9526a14; liepin_login_valid=0; lt_auth=s7sPPHQMxlXw4XfcjTcLtacfj9%2BsU2yYpnhehk8FhoK5W6Ll4P%2FgSwuCq7gH%2FioIqx0mJf0zMLb2M%2Bn9zHtK6EMS%2BVGnlZ6utf6k0HsCUeZkJsW2vezHg%2FXUQp0lnEAA8nJbpEIL%2BVzO; access_system=C; user_roles=0; user_photo=5f8fa3a679c7cc70efbf444e08u.png; user_name=%E6%B2%88%E8%BF%9E%E6%9D%B0; inited_user=0b40e95258783b742e53b3c4507c0e74; imApp_0=1; fe_im_socketSequence_new_0=2_1_2; fe_im_connectJson_0=%7B%220_fe87a9f3258ac642a9dba665e9526a14%22%3A%7B%22socketConnect%22%3A%223%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; fe_im_opened_pages=; _ga_54YTJKWN86=GS1.1.1686135760.13.1.1686135955.0.0.0; __session_seq=4; __uv_seq=4; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1686135956',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/112.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=head_navigation&scene=init&workYearCode=1&ckId=rc7wjmfwag9eis7k995hi2xx7sjj6dpb\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': '296c6ffc-320c-4ab2-ab90-29e44a2664d4',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'p9QLPjJMQx-fu-i4zHjHkA'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.2 翻页获取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "\n",
    "page = response_data['data']['pagination']['totalPage']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'job': {'labels': ['to C',\n",
       "       '电商产品',\n",
       "       '海外产品',\n",
       "       '智能硬件',\n",
       "       'web端产品',\n",
       "       '产品规划',\n",
       "       '用户研究',\n",
       "       '数据分析',\n",
       "       '客户端产品'],\n",
       "      'jobId': '56305915',\n",
       "      'title': '产品经理（web端 / 跨境电商）',\n",
       "      'salary': '20-30k',\n",
       "      'dq': '上海-徐汇区',\n",
       "      'topJob': True,\n",
       "      'refreshTime': '20230529182557',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1956305915.shtml',\n",
       "      'advViewFlag': True,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'b0987458d6728a199ccf3dc45f6d7696',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '赖女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '13f2e1bd1ce3e07cda4142cc20e983bd',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': 'freebeat',\n",
       "      'compIndustry': '体育',\n",
       "      'compId': 9798487,\n",
       "      'compStage': 'B轮',\n",
       "      'compLogo': '62e771254e5f1302d7f7e98b03u.png',\n",
       "      'link': 'https://www.liepin.com/company/9798487/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2256305915%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"b0987458d6728a199ccf3dc45f6d7696\",\"imUserType\":\"2\",\"jobId\":\"56305915\",\"userId\":\"13f2e1bd1ce3e07cda4142cc20e983bd\",\"recruiterName\":\"赖女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': ['用户研究', '需求确认'],\n",
       "      'jobId': '8258615',\n",
       "      'title': 'Assistant product Manager,Automation产品副经理，流水线',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海',\n",
       "      'topJob': True,\n",
       "      'refreshTime': '20230519161611',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/198258615.shtml',\n",
       "      'advViewFlag': True,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=1'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '084d49467a1848e8ad8732728d6065d6',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '沈女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': 'de6f52e4e6893cb740cb2b302639c77d',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': '奥森多医疗器械贸易(中国)有限公司',\n",
       "      'compIndustry': '医疗器械',\n",
       "      'compId': 8808235,\n",
       "      'compLogo': '5bfe8eb974719d35745a4e2103a.png',\n",
       "      'link': 'https://www.liepin.com/company/8808235/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%228258615%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"084d49467a1848e8ad8732728d6065d6\",\"imUserType\":\"2\",\"jobId\":\"8258615\",\"userId\":\"de6f52e4e6893cb740cb2b302639c77d\",\"recruiterName\":\"沈女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['在线教育', '产品设计', '竞品分析', '用户研究', 'to C', '移动端产品'],\n",
       "      'jobId': '59332495',\n",
       "      'title': '产品经理C端',\n",
       "      'salary': '25-40k',\n",
       "      'dq': '上海-浦东新区',\n",
       "      'topJob': True,\n",
       "      'refreshTime': '20230614155805',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1959332495.shtml',\n",
       "      'advViewFlag': True,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=2'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '7b64b725323bcc6569f1f1321b5b8b79',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '李先生',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '904920384dbb8c9536b5ecdc1823fe05',\n",
       "      'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'},\n",
       "     'comp': {'compScale': '1000-2000人',\n",
       "      'compName': '云从科技',\n",
       "      'compIndustry': '计算机软件',\n",
       "      'compId': 9144450,\n",
       "      'compStage': '科创板上市',\n",
       "      'compLogo': '5bfe8fb074719d35745a7cd503a.png',\n",
       "      'link': 'https://www.liepin.com/company/9144450/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2259332495%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"7b64b725323bcc6569f1f1321b5b8b79\",\"imUserType\":\"2\",\"jobId\":\"59332495\",\"userId\":\"904920384dbb8c9536b5ecdc1823fe05\",\"recruiterName\":\"李先生\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobId': '48531427',\n",
       "      'title': '区域产品经理 Regional Product Manager',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20221014084325',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1948531427.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '10年以上',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=3'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '993247f23540bc9a1118e52d65fb8ab7',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '叶女士',\n",
       "      'recruiterTitle': '高级人事专员',\n",
       "      'recruiterId': '3d38444cf16082b86af796bc41f43a15',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': '豪德机械',\n",
       "      'compIndustry': '机械/设备',\n",
       "      'compId': 8008979,\n",
       "      'compLogo': '5bfe961b74719df0ac98f54d03a.png',\n",
       "      'link': 'https://www.liepin.com/company/8008979/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2248531427%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"993247f23540bc9a1118e52d65fb8ab7\",\"imUserType\":\"2\",\"jobId\":\"48531427\",\"userId\":\"3d38444cf16082b86af796bc41f43a15\",\"recruiterName\":\"叶女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['产品设计', 'saas'],\n",
       "      'jobId': '28814467',\n",
       "      'title': 'Product Manager (产品经理)',\n",
       "      'salary': '16-21k',\n",
       "      'dq': '上海-浦东新区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20200601161000',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1928814467.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=4'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '7ac9225ebe147c72937a45d7910778f0',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '邱先生',\n",
       "      'recruiterTitle': '区域总经理',\n",
       "      'recruiterId': '268b78cf04b4cef281e37a42dfcc231f',\n",
       "      'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'},\n",
       "     'comp': {'compScale': '',\n",
       "      'compName': '赫尔马科技(上海)有限公司',\n",
       "      'compIndustry': '培训服务',\n",
       "      'compId': 12261483,\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/12261483/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2228814467%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"7ac9225ebe147c72937a45d7910778f0\",\"imUserType\":\"2\",\"jobId\":\"28814467\",\"userId\":\"268b78cf04b4cef281e37a42dfcc231f\",\"recruiterName\":\"邱先生\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}'},\n",
       "    {'job': {'labels': ['供应链产品', 'to B', '英文沟通'],\n",
       "      'jobId': '58967171',\n",
       "      'title': '资深产品经理(供应链业务) - Staff Software Product Manager (Supply  Chain)',\n",
       "      'salary': '40-70k',\n",
       "      'dq': '上海-浦东新区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230531085041',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1958967171.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '10年以上',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=5&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=5'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'd66f295a957a5a13c051c4e7ef49e137',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '蒋女士',\n",
       "      'recruiterTitle': 'Recruiter/Talent Sourcer',\n",
       "      'recruiterId': 'be988735074c3c9f8cbb3179c1869d83',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'compName': '特斯拉汽车（北京）有限公司',\n",
       "      'compIndustry': '新能源汽车',\n",
       "      'compId': 8626076,\n",
       "      'compLogo': '636685295f464d5d0800357c02u.png',\n",
       "      'link': 'https://www.liepin.com/company/8626076/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2258967171%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"d66f295a957a5a13c051c4e7ef49e137\",\"imUserType\":\"2\",\"jobId\":\"58967171\",\"userId\":\"be988735074c3c9f8cbb3179c1869d83\",\"recruiterName\":\"蒋女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': ['消费品', 'to B', 'to C'],\n",
       "      'jobId': '57513633',\n",
       "      'title': 'Product Manager 产品经理',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-徐汇区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230403181240',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1957513633.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=6&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=6'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '0c122be63ff4cf4914a61a37fde98ddb',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '莫女士',\n",
       "      'recruiterTitle': '人事经理',\n",
       "      'recruiterId': '837ab62c1f084d82ee8885bfb3c21038',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': '胜牌(上海)化学有限公司',\n",
       "      'compIndustry': '货运/物流/仓储',\n",
       "      'compId': 13284053,\n",
       "      'compStage': '美股上市',\n",
       "      'compLogo': '6311b2fa4046cf63772f915c08u.png',\n",
       "      'link': 'https://www.liepin.com/company/13284053/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257513633%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"0c122be63ff4cf4914a61a37fde98ddb\",\"imUserType\":\"2\",\"jobId\":\"57513633\",\"userId\":\"837ab62c1f084d82ee8885bfb3c21038\",\"recruiterName\":\"莫女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobId': '59196495',\n",
       "      'title': 'Junior Product Manager/初级产品经理 ID143608',\n",
       "      'salary': '12-24k',\n",
       "      'dq': '上海-静安区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230608170740',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1959196495.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=7&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=7'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '8c970ff5734d8a4f6acd98c2560acc8e',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '徐女士',\n",
       "      'recruiterTitle': 'Recruiter',\n",
       "      'recruiterId': 'b59a14e17ac44c61ef0ecee306ce4540',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': 'Charlotte Tilbury China',\n",
       "      'compIndustry': '日化',\n",
       "      'compId': 13022745,\n",
       "      'compLogo': '61d3fb695384b103b8dde83408u.png',\n",
       "      'link': 'https://www.liepin.com/company/13022745/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2259196495%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"8c970ff5734d8a4f6acd98c2560acc8e\",\"imUserType\":\"2\",\"jobId\":\"59196495\",\"userId\":\"b59a14e17ac44c61ef0ecee306ce4540\",\"recruiterName\":\"徐女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': ['to C', '团队管理', '产品规划'],\n",
       "      'jobId': '58759627',\n",
       "      'title': '产品经理-用户安全和隐私 Product Manager - User Safety and Privacy',\n",
       "      'salary': '35-80k',\n",
       "      'dq': '上海-闵行区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230523103844',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1958759627.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=8&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=8'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '9a3fc72cb4dbc05999c4538f2a55bd77',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': '招聘HR',\n",
       "      'recruiterId': '176254c5f1d447743777b705dd5d8e90',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'compName': '字节跳动',\n",
       "      'compIndustry': '互联网',\n",
       "      'compId': 7863078,\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '5d887b5528021708fa52b44403u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/7863078/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2258759627%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"9a3fc72cb4dbc05999c4538f2a55bd77\",\"imUserType\":\"2\",\"jobId\":\"58759627\",\"userId\":\"176254c5f1d447743777b705dd5d8e90\",\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': ['to C', 'to B', '5G行业', 'Access'],\n",
       "      'jobId': '55799211',\n",
       "      'title': 'Microsoft 365 Engineer(O365)',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-浦东新区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230530152423',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1955799211.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=9&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=9'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '537ed57d5fd222add3a0457e92ea9bdb',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '赵女士',\n",
       "      'recruiterTitle': 'Talent Acquisition Specialist',\n",
       "      'recruiterId': '5d9f492327569d32d74478209a321e71',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'comp': {'compScale': '500-999人',\n",
       "      'compName': '安永全球商务服务(大连)有限公司',\n",
       "      'compIndustry': '其他商务服务业',\n",
       "      'compId': 8806497,\n",
       "      'compLogo': '5bfe926374719d9f609a6a1b03a.png',\n",
       "      'link': 'https://www.liepin.com/company/8806497/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2255799211%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"537ed57d5fd222add3a0457e92ea9bdb\",\"imUserType\":\"2\",\"jobId\":\"55799211\",\"userId\":\"5d9f492327569d32d74478209a321e71\",\"recruiterName\":\"赵女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobId': '49536051',\n",
       "      'title': '产品经理（PM）',\n",
       "      'salary': '14-18k',\n",
       "      'dq': '上海-长宁区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230406144920',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1949536051.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=10&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=10'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'ce7ccd785f8b8d8845913e3a4abf94f3',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '宋女士',\n",
       "      'recruiterTitle': '人力资源专员/助理',\n",
       "      'recruiterId': '5a4c262d8885e9942c69f434aaa14096',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': '拉面说',\n",
       "      'compIndustry': '食品/饮料/酒水',\n",
       "      'compId': 9705876,\n",
       "      'compStage': 'B轮',\n",
       "      'compLogo': '613183e794a50f4ab32610ff01u.png',\n",
       "      'link': 'https://www.liepin.com/company/9705876/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2249536051%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"ce7ccd785f8b8d8845913e3a4abf94f3\",\"imUserType\":\"2\",\"jobId\":\"49536051\",\"userId\":\"5a4c262d8885e9942c69f434aaa14096\",\"recruiterName\":\"宋女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['金融产品',\n",
       "       '策略产品',\n",
       "       '金融行业',\n",
       "       'IT互联网',\n",
       "       '互联网金融',\n",
       "       '产品规划',\n",
       "       '移动端产品',\n",
       "       '产品设计'],\n",
       "      'jobId': '56286627',\n",
       "      'title': '产品经理(移动)（PM0001） (职位编号：PM0001)',\n",
       "      'salary': '15-30k',\n",
       "      'dq': '上海',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230614092610',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1956286627.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=11&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=11'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '7aa0d8a46d39fb2b62cb88e0a323364d',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '孙女士',\n",
       "      'recruiterTitle': '人力资源伙伴(HRBP)',\n",
       "      'recruiterId': '6ba963bf320d184de99485503740fff1',\n",
       "      'recruiterPhoto': '5a9f63498e509036ebf34f6d06a.png'},\n",
       "     'comp': {'compScale': '2000-5000人',\n",
       "      'compName': '万得',\n",
       "      'compIndustry': '互联网',\n",
       "      'compId': 8055349,\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '5bfe9ac074719df0ac99e43003a.png',\n",
       "      'link': 'https://www.liepin.com/company/8055349/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2256286627%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"7aa0d8a46d39fb2b62cb88e0a323364d\",\"imUserType\":\"2\",\"jobId\":\"56286627\",\"userId\":\"6ba963bf320d184de99485503740fff1\",\"recruiterName\":\"孙女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5a9f63498e509036ebf34f6d06a.png\"}'},\n",
       "    {'job': {'labels': ['to G'],\n",
       "      'jobId': '55089575',\n",
       "      'title': 'Product Manager 产品经理',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230614112206',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1955089575.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=12&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=12'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '67300386979fa3d6d6a9d1214a39013b',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '孙女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': '64ad619618d438cff438b82dd3028b0c',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': '范德兰德',\n",
       "      'compIndustry': '电气机械/器材',\n",
       "      'compId': 7978881,\n",
       "      'compLogo': '5bfe9fae74719d2aa34bd17803a.png',\n",
       "      'link': 'https://www.liepin.com/company/7978881/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2255089575%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"67300386979fa3d6d6a9d1214a39013b\",\"imUserType\":\"2\",\"jobId\":\"55089575\",\"userId\":\"64ad619618d438cff438b82dd3028b0c\",\"recruiterName\":\"孙女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': ['AT变速器', 'SystemVerilog'],\n",
       "      'jobId': '53637209',\n",
       "      'title': 'Project & Product Manager of Autonomous Driving 自动驾驶项目及产品经理',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-浦东新区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230420090348',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1953637209.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=13&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=13'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '945255696d7beb2c1118e52d65fb8ab7',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '袁女士',\n",
       "      'recruiterTitle': 'HR Recruiting and Marketing',\n",
       "      'recruiterId': 'efd682ffb2d75c5f7925fbb0185fb9fb',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'compName': '梅赛德斯-奔驰',\n",
       "      'compIndustry': '整车制造',\n",
       "      'compId': 8494044,\n",
       "      'compLogo': '643fbaa143179d0688cc8dc104u.png',\n",
       "      'link': 'https://www.liepin.com/company/8494044/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2253637209%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"945255696d7beb2c1118e52d65fb8ab7\",\"imUserType\":\"2\",\"jobId\":\"53637209\",\"userId\":\"efd682ffb2d75c5f7925fbb0185fb9fb\",\"recruiterName\":\"袁女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['电商产品',\n",
       "       '商业产品',\n",
       "       '电子商务',\n",
       "       'IT互联网',\n",
       "       '旅游行业',\n",
       "       'OTA',\n",
       "       '用户研究',\n",
       "       '产品设计',\n",
       "       '市场调研',\n",
       "       '竞品分析'],\n",
       "      'jobId': '59054451',\n",
       "      'title': '海外产品经理',\n",
       "      'salary': '40-60k·15薪',\n",
       "      'dq': '上海-长宁区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230602193057',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1959054451.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=14&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=14'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'cb4535e35701e29f32e88f5026732013',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '程女士',\n",
       "      'recruiterTitle': '招聘运营专员',\n",
       "      'recruiterId': '1eb1c7366ab53e391eceb2432f312929',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'compName': '携程集团',\n",
       "      'compIndustry': '互联网',\n",
       "      'compId': 182339,\n",
       "      'compStage': '美股上市',\n",
       "      'compLogo': '5f4de484f6d1ab584745de6d05u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/182339/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2259054451%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"cb4535e35701e29f32e88f5026732013\",\"imUserType\":\"2\",\"jobId\":\"59054451\",\"userId\":\"1eb1c7366ab53e391eceb2432f312929\",\"recruiterName\":\"程女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['Access'],\n",
       "      'jobId': '58241899',\n",
       "      'title': 'Senior Product manager/高级产品经理 (MJ000752)',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-嘉定区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230510171702',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1958241899.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=15&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=15'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '244c498c451abbc1063dfc1b00f6daab',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '243d415a12abad30e1d708dd7b6c9ab7',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'compName': '沃尔沃汽车中国',\n",
       "      'compIndustry': '整车制造',\n",
       "      'compId': 8083523,\n",
       "      'compLogo': '61dbbbc46f9486679feb36c205u.png',\n",
       "      'link': 'https://www.liepin.com/company/8083523/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2258241899%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"244c498c451abbc1063dfc1b00f6daab\",\"imUserType\":\"2\",\"jobId\":\"58241899\",\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobId': '49370351',\n",
       "      'title': '产品经理/digtal product manager',\n",
       "      'salary': '25-35k·13薪',\n",
       "      'dq': '上海-虹口区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230213205509',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1949370351.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=16&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=16'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '244c498c451abbc1063dfc1b00f6daab',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '243d415a12abad30e1d708dd7b6c9ab7',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'compName': '沃尔沃汽车中国',\n",
       "      'compIndustry': '整车制造',\n",
       "      'compId': 8083523,\n",
       "      'compLogo': '61dbbbc46f9486679feb36c205u.png',\n",
       "      'link': 'https://www.liepin.com/company/8083523/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2249370351%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"244c498c451abbc1063dfc1b00f6daab\",\"imUserType\":\"2\",\"jobId\":\"49370351\",\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobId': '57643575',\n",
       "      'title': 'Digital Product manager/二手车大客户产品经理 (MJ000704)',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-虹口区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230410000147',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1957643575.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=17&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=17'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '244c498c451abbc1063dfc1b00f6daab',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '243d415a12abad30e1d708dd7b6c9ab7',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'compName': '沃尔沃汽车中国',\n",
       "      'compIndustry': '整车制造',\n",
       "      'compId': 8083523,\n",
       "      'compLogo': '61dbbbc46f9486679feb36c205u.png',\n",
       "      'link': 'https://www.liepin.com/company/8083523/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257643575%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"244c498c451abbc1063dfc1b00f6daab\",\"imUserType\":\"2\",\"jobId\":\"57643575\",\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': ['品牌咨询', '消费品', '英语'],\n",
       "      'jobId': '59403451',\n",
       "      'title': '“用户导向DTC”产品经理',\n",
       "      'salary': '13-20k',\n",
       "      'dq': '上海-长宁区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230617083404',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1959403451.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '10年以上',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=18&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=18'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '6b0b8667128ef2df2982e990dc084411',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '冷先生',\n",
       "      'recruiterTitle': '人事经理',\n",
       "      'recruiterId': 'a4a99f8b36d70ee9a1e8dbd86212e63f',\n",
       "      'recruiterPhoto': '54d1e781712eb4f6b84c5bd101a.png'},\n",
       "     'comp': {'compScale': '1-49人',\n",
       "      'compName': '慕韬志悦',\n",
       "      'compIndustry': '专业技术服务',\n",
       "      'compId': 8379721,\n",
       "      'compLogo': '5bfe903474719d35745a970c03a.png',\n",
       "      'link': 'https://www.liepin.com/company/8379721/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2259403451%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"6b0b8667128ef2df2982e990dc084411\",\"imUserType\":\"2\",\"jobId\":\"59403451\",\"userId\":\"a4a99f8b36d70ee9a1e8dbd86212e63f\",\"recruiterName\":\"冷先生\",\"jobKind\":\"2\",\"recruiterPhoto\":\"54d1e781712eb4f6b84c5bd101a.png\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobId': '58331631',\n",
       "      'title': '区域产品经理(J10651)',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-闵行区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230522175308',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1958331631.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=19&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=19'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '0845cc660708e032755afdb1bc565971',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '牟女士',\n",
       "      'recruiterTitle': 'HRBP',\n",
       "      'recruiterId': '657b261e9054c63faf31837f8d4de2ed',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compScale': '1000-2000人',\n",
       "      'compName': '广州燃石医学检验所有限公司',\n",
       "      'compIndustry': '制药',\n",
       "      'compId': 8561581,\n",
       "      'compStage': '美股上市',\n",
       "      'compLogo': '5c4030b787fd7d809ee33cc301u.png',\n",
       "      'link': 'https://www.liepin.com/company/8561581/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2258331631%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"0845cc660708e032755afdb1bc565971\",\"imUserType\":\"2\",\"jobId\":\"58331631\",\"userId\":\"657b261e9054c63faf31837f8d4de2ed\",\"recruiterName\":\"牟女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['SystemVerilog',\n",
       "       '.NET',\n",
       "       'ES5',\n",
       "       'ECMAScript 6',\n",
       "       'ECMAScript'],\n",
       "      'jobId': '55397811',\n",
       "      'title': 'Project & Product Manager of Autonomous Driving 自动驾驶项目及产品经理',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-浦东新区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230511104041',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1955397811.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=20&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=20'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '3af8fdebe74dbbbe76f5ec2df67915bd',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterId': '82b656079372824a4b73c7d29c43d41f',\n",
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       "     'comp': {'compScale': '10000人以上',\n",
       "      'compName': '梅赛德斯-奔驰',\n",
       "      'compIndustry': '整车制造',\n",
       "      'compId': 8494044,\n",
       "      'compLogo': '643fbaa143179d0688cc8dc104u.png',\n",
       "      'link': 'https://www.liepin.com/company/8494044/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2255397811%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
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       "    {'job': {'labels': [],\n",
       "      'jobId': '56650623',\n",
       "      'title': '产品经理PM',\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-长宁区',\n",
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       "      'refreshTime': '20230530170632',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '硕士',\n",
       "      'link': 'https://www.liepin.com/job/1956650623.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=21&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=21'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'ab42d6e19660962567766a03c68ce883',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '朱女士',\n",
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       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': '德琪医药',\n",
       "      'compIndustry': '制药',\n",
       "      'compId': 9876601,\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '5c74ac09509919c4f502595d06u.png',\n",
       "      'link': 'https://www.liepin.com/company/9876601/'},\n",
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       "    {'job': {'labels': [],\n",
       "      'jobId': '45076591',\n",
       "      'title': 'Digital Product Manager 数字化产品经理',\n",
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       "      'refreshTime': '20230512101910',\n",
       "      'jobKind': '1',\n",
       "      'requireEduLevel': '本科及以上',\n",
       "      'link': 'https://www.liepin.com/a/45076591.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=22&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=22'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'ec9a36b9bba9733b063dfc1b00f6daab',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '谭女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': 'e103def01abd83afbf9520562afc3297',\n",
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       "     'comp': {'compScale': '10000人以上',\n",
       "      'compName': '某上海世界500强上市公司',\n",
       "      'compIndustry': '人工智能',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
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       "    {'job': {'labels': [],\n",
       "      'jobId': '56880761',\n",
       "      'title': '中央市场部产品经理（SPM或PM）',\n",
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       "      'topJob': False,\n",
       "      'refreshTime': '20230615111127',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1956880761.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=23&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=23'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '8ea3caf071bd3fb48b447ad70f1e47eb',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': '人力经理',\n",
       "      'recruiterId': '2ebffa63c40c1b0419ae7571864f2fce',\n",
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       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': '吉林惠升生物制药有限公司',\n",
       "      'compIndustry': '制药',\n",
       "      'compId': 10190891,\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '61669ad2a2ad237852e81b9006u.png',\n",
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       "    {'job': {'labels': ['产品设计', '需求分析'],\n",
       "      'jobId': '26720691',\n",
       "      'title': '服务产品经理Product Manager(J20108)',\n",
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       "      'refreshTime': '20230616135245',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1926720691.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=24&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=24'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '6fbd89c15eed342e4036597854bcf58c',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '叶女士',\n",
       "      'recruiterTitle': '人力资源',\n",
       "      'recruiterId': 'd4eb87e0fc94a3b1360ac85ef1fc6d0f',\n",
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       "     'comp': {'compScale': '10000人以上',\n",
       "      'compName': '携程集团',\n",
       "      'compIndustry': '互联网',\n",
       "      'compId': 182339,\n",
       "      'compStage': '美股上市',\n",
       "      'compLogo': '5f4de484f6d1ab584745de6d05u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/182339/'},\n",
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       "    {'job': {'labels': ['NPI', 'NPD', 'printer', '打印机'],\n",
       "      'jobId': '49149177',\n",
       "      'title': 'Product Manager-Printer 产品经理（打印机）',\n",
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       "      'dq': '上海-浦东新区',\n",
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       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=25&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=25'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '72060ccd68b83a946b15966466d2d9d8',\n",
       "      'imUserType': '2',\n",
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       "     'comp': {'compScale': '50-99人',\n",
       "      'compName': '贝迪Brady',\n",
       "      'compIndustry': '印刷/包装/造纸',\n",
       "      'compId': 9687166,\n",
       "      'compLogo': '644a21ac5f566656a7fac1ab06u.png',\n",
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       "    {'job': {'labels': [],\n",
       "      'jobId': '54341661',\n",
       "      'title': 'Product Manager 产品经理',\n",
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       "      'refreshTime': '20230320153900',\n",
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       "      'link': 'https://www.liepin.com/job/1954341661.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=26&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=26'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'ba1aff02509ad7d104612e645251413c',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '陶女士',\n",
       "      'recruiterTitle': '培训专员',\n",
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       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': '圣东尼(上海)针织机器有限公司',\n",
       "      'compIndustry': '机械/设备',\n",
       "      'compId': 7968372,\n",
       "      'compLogo': '5bfe8f3e74719d35745a668803a.png',\n",
       "      'link': 'https://www.liepin.com/company/7968372/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2254341661%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"ba1aff02509ad7d104612e645251413c\",\"imUserType\":\"2\",\"jobId\":\"54341661\",\"userId\":\"b220044bda630e682f52944aca43ab4a\",\"recruiterName\":\"陶女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"58c5e5957032f1a833d13fe905a.png\"}'},\n",
       "    {'job': {'labels': ['策略产品', '新能源', '团队管理', '市场调研', '需求分析'],\n",
       "      'jobId': '58036863',\n",
       "      'title': 'PM产品经理（高压BU）',\n",
       "      'salary': '25-40k·14薪',\n",
       "      'dq': '上海-浦东新区',\n",
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       "      'refreshTime': '20230423095200',\n",
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       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=27&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=27'},\n",
       "     'recruiter': {'chatted': False,\n",
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       "      'compName': '深圳尚阳通科技',\n",
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       "    {'job': {'labels': ['海外产品',\n",
       "       'SaaS产品',\n",
       "       'to B',\n",
       "       '产品规划',\n",
       "       '需求分析',\n",
       "       '产品设计',\n",
       "       '产品优化',\n",
       "       '用户研究',\n",
       "       '数据分析',\n",
       "       '流程设计'],\n",
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       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1955118825.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=28&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=28'},\n",
       "     'recruiter': {'chatted': False,\n",
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       "      'compName': '康语TheCareVoice',\n",
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       "    {'job': {'labels': ['to C', '团队管理'],\n",
       "      'jobId': '55452155',\n",
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       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=29&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=29'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '27fdfc91f6dc9809b64be310238bddad',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '黄女士',\n",
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       "     'comp': {'compScale': '1-49人',\n",
       "      'compName': '深圳市宣盈科技有限公司',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 13391655,\n",
       "      'compLogo': '619fea551bd4fb704e8f5f9304u.jpg',\n",
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       "    {'job': {'labels': ['药物', '细胞培养', '生物制药', '生物药'],\n",
       "      'jobId': '53070349',\n",
       "      'title': '产品经理 (Product Manager-纳米流式仪)-上海',\n",
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       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=30&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=30'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'f1feb5a1d4758c712cf9973bc022ab54',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '廖先生',\n",
       "      'recruiterTitle': '总经理',\n",
       "      'recruiterId': '8f6f050f36a6b04633279e9ca3e01a4c',\n",
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       "     'comp': {'compScale': '1-49人',\n",
       "      'compName': '伯齐科技',\n",
       "      'compIndustry': '制药',\n",
       "      'compId': 13250267,\n",
       "      'compLogo': '62b57a69a187b46301c774b103u.png',\n",
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       "    {'job': {'labels': ['风控产品', '电子/半导体/集成电路', '产品规划', '团队管理'],\n",
       "      'jobId': '57304573',\n",
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       "      'requireEduLevel': '统招本科',\n",
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       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=31&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=31'},\n",
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       "      'imId': '1b5e88d4d259173cd1ea97c874ac4d62',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': 'HR Assistant',\n",
       "      'recruiterId': '6d301c2e465ee4e10dfde1d3c8072192',\n",
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       "     'comp': {'compScale': '50-99人',\n",
       "      'compName': 'Linearin',\n",
       "      'compIndustry': '其他行业',\n",
       "      'compId': 9788849,\n",
       "      'compLogo': '620ca23f852ef53f0fc5ad0406u.png',\n",
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       "    {'job': {'labels': [],\n",
       "      'jobId': '52741463',\n",
       "      'title': '高级产品经理 Product Manager(风控方向)',\n",
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       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=32&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=32'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'e469760b75d10c3bfdb07c5a03f49b8b',\n",
       "      'imUserType': '2',\n",
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       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': '澳福派信息技术服务(上海)有限公司',\n",
       "      'compIndustry': '科技金融',\n",
       "      'compId': 12929479,\n",
       "      'compStage': '其他股票市场上市',\n",
       "      'compLogo': '61791ce48c61b34e2df4a74e05u.png',\n",
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       "    {'job': {'labels': [],\n",
       "      'jobId': '49197971',\n",
       "      'title': '技术产品经理  Technical Product Manager',\n",
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       "      'advViewFlag': False,\n",
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       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '10年以上',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=33&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=33'},\n",
       "     'recruiter': {'chatted': False,\n",
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       "     'comp': {'compScale': '10000人以上',\n",
       "      'compName': '伊顿中国',\n",
       "      'compIndustry': '机械/设备',\n",
       "      'compId': 1069385,\n",
       "      'compLogo': '5bfe9df574719d2aa34b7b2203a.png',\n",
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       "     'dataInfo': '%7B%22jobId%22%3A%2249197971%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
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       "    {'job': {'labels': ['市场洞察'],\n",
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       "      'title': '产品经理 Product Manager',\n",
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       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=34'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '40ad7129e9ed35cce030375514342674',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '舒女士',\n",
       "      'recruiterTitle': '人力资源伙伴(HRBP)',\n",
       "      'recruiterId': 'ecc7211db92563b29c233888b61abdeb',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': '位元电子(上海)有限公司',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 8019026,\n",
       "      'compLogo': '5c788d38261c45f04796d9cf02u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/8019026/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2255793279%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"40ad7129e9ed35cce030375514342674\",\"imUserType\":\"2\",\"jobId\":\"55793279\",\"userId\":\"ecc7211db92563b29c233888b61abdeb\",\"recruiterName\":\"舒女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': ['项目管理', '游戏行业'],\n",
       "      'jobId': '45381167',\n",
       "      'title': 'pm产品经理',\n",
       "      'salary': '20-30k·16薪',\n",
       "      'dq': '上海',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20211203004643',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1945381167.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=35'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'ff0ca43f1220e532c94f4d0c9b7b96ae',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': '测试工程师',\n",
       "      'recruiterId': '01f4e2b411bebd1081308c72b1ad2eb8',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'comp': {'compScale': '50-99人',\n",
       "      'compName': '苏州叠纸网络科技股份有限公司上海分公司',\n",
       "      'compIndustry': '专业技术服务',\n",
       "      'compId': 12392425,\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/12392425/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2245381167%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"ff0ca43f1220e532c94f4d0c9b7b96ae\",\"imUserType\":\"2\",\"jobId\":\"45381167\",\"userId\":\"01f4e2b411bebd1081308c72b1ad2eb8\",\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobId': '36570431',\n",
       "      'title': '产品经理Product Manager',\n",
       "      'salary': '20-40k',\n",
       "      'dq': '上海-浦东新区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20220901102252',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1936570431.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=36'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '4666c0772d53456e3eae059a38e31609',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '朱女士',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterId': '34b6c101979b1cf83dc7f9370c11d0a1',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'compName': '博彦科技',\n",
       "      'compIndustry': 'IT服务',\n",
       "      'compId': 878518,\n",
       "      'compStage': '中小板上市',\n",
       "      'compLogo': '5bfe9e9474719d2aa34b9a3403a.png',\n",
       "      'link': 'https://www.liepin.com/company/878518/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2236570431%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"4666c0772d53456e3eae059a38e31609\",\"imUserType\":\"2\",\"jobId\":\"36570431\",\"userId\":\"34b6c101979b1cf83dc7f9370c11d0a1\",\"recruiterName\":\"朱女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': ['渠道销售', '市场洞察', '销售管理'],\n",
       "      'jobId': '51876697',\n",
       "      'title': 'Associate Product Manager 助理产品经理',\n",
       "      'salary': '15-20k',\n",
       "      'dq': '上海-徐汇区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20220815101931',\n",
       "      'jobKind': '2',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1951876697.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '6b15d4d3f3c9da4b4f3475fd061985f8',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '徐女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': 'e90fdab6e53111be261e89c17f23b8de',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': '健源医疗科技(无锡)有限公司',\n",
       "      'compIndustry': '医疗器械',\n",
       "      'compId': 12997039,\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/12997039/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2251876697%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"6b15d4d3f3c9da4b4f3475fd061985f8\",\"imUserType\":\"2\",\"jobId\":\"51876697\",\"userId\":\"e90fdab6e53111be261e89c17f23b8de\",\"recruiterName\":\"徐女士\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': ['策略产品'],\n",
       "      'jobId': '46522149',\n",
       "      'title': '高级产品线经理/产品经理/PM',\n",
       "      'salary': '20-30k·16薪',\n",
       "      'dq': '上海-徐汇区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230529153325',\n",
       "      'jobKind': '1',\n",
       "      'requireEduLevel': '本科及以上',\n",
       "      'link': 'https://www.liepin.com/a/46522149.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'e12799cb65d655ec1b4fb320fc878e26',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '李女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '956ebee2361569188ba6a5794791ddb0',\n",
       "      'recruiterPhoto': '60666f1dbb0e210e47cbca3b03u.png'},\n",
       "     'comp': {'compScale': '1-49人',\n",
       "      'compName': '某上海电子/半导体/集成电路公司',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'link': ''},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2246522149%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"e12799cb65d655ec1b4fb320fc878e26\",\"imUserType\":\"2\",\"jobId\":\"46522149\",\"userId\":\"956ebee2361569188ba6a5794791ddb0\",\"recruiterName\":\"李女士\",\"jobKind\":\"1\",\"recruiterPhoto\":\"60666f1dbb0e210e47cbca3b03u.png\"}'},\n",
       "    {'job': {'labels': ['硬件产品',\n",
       "       '数据产品',\n",
       "       '硬件系统集成',\n",
       "       '计算机软件',\n",
       "       '产品规划',\n",
       "       '团队管理',\n",
       "       '用户研究',\n",
       "       '产品优化',\n",
       "       '需求分析',\n",
       "       '市场调研'],\n",
       "      'jobId': '32938625',\n",
       "      'title': '产品经理 /高级产品经理( Product Manager)--云数据管理',\n",
       "      'salary': '30-55k·13薪',\n",
       "      'dq': '上海-静安区',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230512110850',\n",
       "      'jobKind': '1',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/a/32938625.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'cabf0e3d69eaeb386b15966466d2d9d8',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '孙女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': 'cf7fcf23eafd422f063863e0b779ce06',\n",
       "      'recruiterPhoto': '620cea0ea7b36c76d02206f302u.jpg'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compName': '著名云数据管理公司',\n",
       "      'compIndustry': '计算机软件',\n",
       "      'compStage': 'B轮',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'link': ''},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2232938625%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"cabf0e3d69eaeb386b15966466d2d9d8\",\"imUserType\":\"2\",\"jobId\":\"32938625\",\"userId\":\"cf7fcf23eafd422f063863e0b779ce06\",\"recruiterName\":\"孙女士\",\"jobKind\":\"1\",\"recruiterPhoto\":\"620cea0ea7b36c76d02206f302u.jpg\"}'}],\n",
       "   'compList': []},\n",
       "  'passThroughData': {'sfrom': 'search_job_pc',\n",
       "   'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'scene': 'input',\n",
       "   'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'},\n",
       "  'pagination': {'totalPage': 10,\n",
       "   'pageSize': 40,\n",
       "   'currentPage': 0,\n",
       "   'totalCounts': 807,\n",
       "   'hasNext': False}}}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "response_df = []\n",
    "for i in range(page):\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                             dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2259054451%22%2C%22jobKind%2...   \n",
       " 1   %7B%22jobId%22%3A%2256305915%22%2C%22jobKind%2...   \n",
       " 2   %7B%22jobId%22%3A%228258615%22%2C%22jobKind%22...   \n",
       " 3   %7B%22jobId%22%3A%2248531427%22%2C%22jobKind%2...   \n",
       " 4   %7B%22jobId%22%3A%2228814467%22%2C%22jobKind%2...   \n",
       " 5   %7B%22jobId%22%3A%2258967171%22%2C%22jobKind%2...   \n",
       " 6   %7B%22jobId%22%3A%2257513633%22%2C%22jobKind%2...   \n",
       " 7   %7B%22jobId%22%3A%2259196495%22%2C%22jobKind%2...   \n",
       " 8   %7B%22jobId%22%3A%2258759627%22%2C%22jobKind%2...   \n",
       " 9   %7B%22jobId%22%3A%2255799211%22%2C%22jobKind%2...   \n",
       " 10  %7B%22jobId%22%3A%2249536051%22%2C%22jobKind%2...   \n",
       " 11  %7B%22jobId%22%3A%2256286627%22%2C%22jobKind%2...   \n",
       " 12  %7B%22jobId%22%3A%2255089575%22%2C%22jobKind%2...   \n",
       " 13  %7B%22jobId%22%3A%2253637209%22%2C%22jobKind%2...   \n",
       " 14  %7B%22jobId%22%3A%2259332495%22%2C%22jobKind%2...   \n",
       " 15  %7B%22jobId%22%3A%2258241899%22%2C%22jobKind%2...   \n",
       " 16  %7B%22jobId%22%3A%2249370351%22%2C%22jobKind%2...   \n",
       " 17  %7B%22jobId%22%3A%2257643575%22%2C%22jobKind%2...   \n",
       " 18  %7B%22jobId%22%3A%2253390677%22%2C%22jobKind%2...   \n",
       " 19  %7B%22jobId%22%3A%2259076613%22%2C%22jobKind%2...   \n",
       " 20  %7B%22jobId%22%3A%2255397811%22%2C%22jobKind%2...   \n",
       " 21  %7B%22jobId%22%3A%2256650623%22%2C%22jobKind%2...   \n",
       " 22  %7B%22jobId%22%3A%2245076591%22%2C%22jobKind%2...   \n",
       " 23  %7B%22jobId%22%3A%2256880761%22%2C%22jobKind%2...   \n",
       " 24  %7B%22jobId%22%3A%2226720691%22%2C%22jobKind%2...   \n",
       " 25  %7B%22jobId%22%3A%2254341661%22%2C%22jobKind%2...   \n",
       " 26  %7B%22jobId%22%3A%2249149177%22%2C%22jobKind%2...   \n",
       " 27  %7B%22jobId%22%3A%2255118825%22%2C%22jobKind%2...   \n",
       " 28  %7B%22jobId%22%3A%2258036863%22%2C%22jobKind%2...   \n",
       " 29  %7B%22jobId%22%3A%2255452155%22%2C%22jobKind%2...   \n",
       " 30  %7B%22jobId%22%3A%2255793279%22%2C%22jobKind%2...   \n",
       " 31  %7B%22jobId%22%3A%2253070349%22%2C%22jobKind%2...   \n",
       " 32  %7B%22jobId%22%3A%2252741463%22%2C%22jobKind%2...   \n",
       " 33  %7B%22jobId%22%3A%2249197971%22%2C%22jobKind%2...   \n",
       " 34  %7B%22jobId%22%3A%2257304573%22%2C%22jobKind%2...   \n",
       " 35  %7B%22jobId%22%3A%2245381167%22%2C%22jobKind%2...   \n",
       " 36  %7B%22jobId%22%3A%2236570431%22%2C%22jobKind%2...   \n",
       " 37  %7B%22jobId%22%3A%2251876697%22%2C%22jobKind%2...   \n",
       " 38  %7B%22jobId%22%3A%2246522149%22%2C%22jobKind%2...   \n",
       " 39  %7B%22jobId%22%3A%2232938625%22%2C%22jobKind%2...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"59054451\",\"imId\":\"cb4535e35701e29f32...   \n",
       " 1   {\"jobId\":\"56305915\",\"imId\":\"b0987458d6728a199c...   \n",
       " 2   {\"jobId\":\"8258615\",\"imId\":\"084d49467a1848e8ad8...   \n",
       " 3   {\"jobId\":\"48531427\",\"imId\":\"993247f23540bc9a11...   \n",
       " 4   {\"jobId\":\"28814467\",\"imId\":\"7ac9225ebe147c7293...   \n",
       " 5   {\"jobId\":\"58967171\",\"imId\":\"d66f295a957a5a13c0...   \n",
       " 6   {\"jobId\":\"57513633\",\"imId\":\"0c122be63ff4cf4914...   \n",
       " 7   {\"jobId\":\"59196495\",\"imId\":\"8c970ff5734d8a4f6a...   \n",
       " 8   {\"jobId\":\"58759627\",\"imId\":\"9a3fc72cb4dbc05999...   \n",
       " 9   {\"jobId\":\"55799211\",\"imId\":\"537ed57d5fd222add3...   \n",
       " 10  {\"jobId\":\"49536051\",\"imId\":\"ce7ccd785f8b8d8845...   \n",
       " 11  {\"jobId\":\"56286627\",\"imId\":\"7aa0d8a46d39fb2b62...   \n",
       " 12  {\"jobId\":\"55089575\",\"imId\":\"67300386979fa3d6d6...   \n",
       " 13  {\"jobId\":\"53637209\",\"imId\":\"945255696d7beb2c11...   \n",
       " 14  {\"jobId\":\"59332495\",\"imId\":\"7b64b725323bcc6569...   \n",
       " 15  {\"jobId\":\"58241899\",\"imId\":\"244c498c451abbc106...   \n",
       " 16  {\"jobId\":\"49370351\",\"imId\":\"244c498c451abbc106...   \n",
       " 17  {\"jobId\":\"57643575\",\"imId\":\"244c498c451abbc106...   \n",
       " 18  {\"jobId\":\"53390677\",\"imId\":\"3408395a6096e2aa4c...   \n",
       " 19  {\"jobId\":\"59076613\",\"imId\":\"e5ff81c07cefdaf744...   \n",
       " 20  {\"jobId\":\"55397811\",\"imId\":\"3af8fdebe74dbbbe76...   \n",
       " 21  {\"jobId\":\"56650623\",\"imId\":\"ab42d6e19660962567...   \n",
       " 22  {\"jobId\":\"45076591\",\"imId\":\"ec9a36b9bba9733b06...   \n",
       " 23  {\"jobId\":\"56880761\",\"imId\":\"8ea3caf071bd3fb48b...   \n",
       " 24  {\"jobId\":\"26720691\",\"imId\":\"6fbd89c15eed342e40...   \n",
       " 25  {\"jobId\":\"54341661\",\"imId\":\"ba1aff02509ad7d104...   \n",
       " 26  {\"jobId\":\"49149177\",\"imId\":\"72060ccd68b83a946b...   \n",
       " 27  {\"jobId\":\"55118825\",\"imId\":\"5feeb51274adab82aa...   \n",
       " 28  {\"jobId\":\"58036863\",\"imId\":\"b6fdb29cc562269a93...   \n",
       " 29  {\"jobId\":\"55452155\",\"imId\":\"27fdfc91f6dc9809b6...   \n",
       " 30  {\"jobId\":\"55793279\",\"imId\":\"40ad7129e9ed35cce0...   \n",
       " 31  {\"jobId\":\"53070349\",\"imId\":\"f1feb5a1d4758c712c...   \n",
       " 32  {\"jobId\":\"52741463\",\"imId\":\"e469760b75d10c3bfd...   \n",
       " 33  {\"jobId\":\"49197971\",\"imId\":\"44eacab0d8402e7794...   \n",
       " 34  {\"jobId\":\"57304573\",\"imId\":\"1b5e88d4d259173cd1...   \n",
       " 35  {\"jobId\":\"45381167\",\"imId\":\"ff0ca43f1220e532c9...   \n",
       " 36  {\"jobId\":\"36570431\",\"imId\":\"4666c0772d53456e3e...   \n",
       " 37  {\"jobId\":\"51876697\",\"imId\":\"6b15d4d3f3c9da4b4f...   \n",
       " 38  {\"jobId\":\"46522149\",\"imId\":\"e12799cb65d655ec1b...   \n",
       " 39  {\"jobId\":\"32938625\",\"imId\":\"cabf0e3d69eaeb386b...   \n",
       " \n",
       "                                            job.labels job.jobId  job.salary  \\\n",
       " 0   [电商产品, 商业产品, 电子商务, IT互联网, 旅游行业, OTA, 用户研究, 产品设...  59054451  40-60k·15薪   \n",
       " 1   [to C, 电商产品, 海外产品, 智能硬件, web端产品, 产品规划, 用户研究, 数...  56305915      20-30k   \n",
       " 2                                        [用户研究, 需求确认]   8258615        薪资面议   \n",
       " 3                                                  []  48531427        薪资面议   \n",
       " 4                                        [产品设计, saas]  28814467      16-21k   \n",
       " 5                                 [供应链产品, to B, 英文沟通]  58967171      40-70k   \n",
       " 6                                   [消费品, to B, to C]  57513633        薪资面议   \n",
       " 7                                                  []  59196495      12-24k   \n",
       " 8                                  [to C, 团队管理, 产品规划]  58759627      35-80k   \n",
       " 9                          [to C, to B, 5G行业, Access]  55799211        薪资面议   \n",
       " 10                                                 []  49536051      14-18k   \n",
       " 11  [金融产品, 策略产品, 金融行业, IT互联网, 互联网金融, 产品规划, 移动端产品, ...  56286627      15-30k   \n",
       " 12                                             [to G]  55089575        薪资面议   \n",
       " 13                             [AT变速器, SystemVerilog]  53637209        薪资面议   \n",
       " 14              [在线教育, 产品设计, 竞品分析, 用户研究, to C, 移动端产品]  59332495      25-40k   \n",
       " 15                                           [Access]  58241899        薪资面议   \n",
       " 16                                                 []  49370351  25-35k·13薪   \n",
       " 17                                                 []  57643575        薪资面议   \n",
       " 18               [软件销售, 数字化咨询顾问, 数字化生态行业, 数字政府, 数字经济]  53390677  15-35k·13薪   \n",
       " 19                                                 []  59076613  20-28k·19薪   \n",
       " 20  [SystemVerilog, .NET, ES5, ECMAScript 6, ECMAS...  55397811        薪资面议   \n",
       " 21                                                 []  56650623        薪资面议   \n",
       " 22                                                 []  45076591  18-35k·15薪   \n",
       " 23                                                 []  56880761      30-50k   \n",
       " 24                                       [产品设计, 需求分析]  26720691  15-25k·15薪   \n",
       " 25                                                 []  54341661      20-25k   \n",
       " 26                           [NPI, NPD, printer, 打印机]  49149177  18-25k·13薪   \n",
       " 27  [海外产品, SaaS产品, to B, 产品规划, 需求分析, 产品设计, 产品优化, 用...  55118825      20-35k   \n",
       " 28                      [策略产品, 新能源, 团队管理, 市场调研, 需求分析]  58036863  25-40k·14薪   \n",
       " 29                                       [to C, 团队管理]  55452155      15-20k   \n",
       " 30                                             [市场洞察]  55793279      15-20k   \n",
       " 31                              [药物, 细胞培养, 生物制药, 生物药]  53070349      20-25k   \n",
       " 32                                                 []  52741463  35-55k·13薪   \n",
       " 33                                                 []  49197971        薪资面议   \n",
       " 34                    [风控产品, 电子/半导体/集成电路, 产品规划, 团队管理]  57304573  17-30k·13薪   \n",
       " 35                                       [项目管理, 游戏行业]  45381167  20-30k·16薪   \n",
       " 36                                                 []  36570431      20-40k   \n",
       " 37                                 [渠道销售, 市场洞察, 销售管理]  51876697      15-20k   \n",
       " 38                                             [策略产品]  46522149  20-30k·16薪   \n",
       " 39  [硬件产品, 数据产品, 硬件系统集成, 计算机软件, 产品规划, 团队管理, 用户研究, ...  32938625  30-55k·13薪   \n",
       " \n",
       "      job.dq job.requireEduLevel job.refreshTime job.jobKind  \\\n",
       " 0    上海-长宁区                  本科  20230602193057           2   \n",
       " 1    上海-徐汇区                  本科  20230529182557           2   \n",
       " 2        上海                  本科  20230519161611           2   \n",
       " 3        上海                统招本科  20221014084325           2   \n",
       " 4   上海-浦东新区                  本科  20200601161000           2   \n",
       " 5   上海-浦东新区                统招本科  20230531085041           2   \n",
       " 6    上海-徐汇区                  本科  20230403181240           2   \n",
       " 7    上海-静安区                  本科  20230608170740           2   \n",
       " 8    上海-闵行区                  本科  20230523103844           2   \n",
       " 9   上海-浦东新区                  本科  20230530152423           2   \n",
       " 10   上海-长宁区                  本科  20230406144920           2   \n",
       " 11       上海                  本科  20230614092610           2   \n",
       " 12       上海                  本科  20230614112206           2   \n",
       " 13  上海-浦东新区                  本科  20230420090348           2   \n",
       " 14  上海-浦东新区                  本科  20230614155805           2   \n",
       " 15   上海-嘉定区                  本科  20230510171702           2   \n",
       " 16   上海-虹口区                  本科  20230213205509           2   \n",
       " 17   上海-虹口区                  本科  20230410000147           2   \n",
       " 18  上海-浦东新区                  本科  20230524094630           2   \n",
       " 19  上海-浦东新区                统招本科  20230616145102           2   \n",
       " 20  上海-浦东新区                统招本科  20230511104041           2   \n",
       " 21   上海-长宁区                  硕士  20230530170632           2   \n",
       " 22       上海               本科及以上  20230512101910           1   \n",
       " 23   上海-徐汇区                  本科  20230615111127           2   \n",
       " 24       上海                统招本科  20230616135245           2   \n",
       " 25       上海                  本科  20230320153900           2   \n",
       " 26  上海-浦东新区                统招本科  20230607145648           2   \n",
       " 27   上海-静安区                统招本科  20230406214735           2   \n",
       " 28  上海-浦东新区                  本科  20230423095200           2   \n",
       " 29   上海-徐汇区                  本科  20230112135910           2   \n",
       " 30   上海-静安区                  本科  20230222105355           2   \n",
       " 31   上海-闵行区                  硕士  20221012102619           2   \n",
       " 32   上海-黄浦区                  本科  20220930104031           2   \n",
       " 33  上海-浦东新区                统招本科  20220425095458           2   \n",
       " 34  上海-浦东新区                统招本科  20230612105523           2   \n",
       " 35       上海                  本科  20211203004643           2   \n",
       " 36  上海-浦东新区                统招本科  20220901102252           2   \n",
       " 37   上海-徐汇区                  本科  20220815101931           2   \n",
       " 38   上海-徐汇区               本科及以上  20230529153325           1   \n",
       " 39   上海-静安区                统招本科  20230512110850           1   \n",
       " \n",
       "                                             job.title  ...  recruiter.chatted  \\\n",
       " 0                                              海外产品经理  ...              False   \n",
       " 1                                   产品经理（web端 / 跨境电商）  ...              False   \n",
       " 2       Assistant product Manager,Automation产品副经理，流水线  ...              False   \n",
       " 3                     区域产品经理 Regional Product Manager  ...              False   \n",
       " 4                              Product Manager (产品经理)  ...              False   \n",
       " 5   资深产品经理(供应链业务) - Staff Software Product Manager...  ...              False   \n",
       " 6                                Product Manager 产品经理  ...              False   \n",
       " 7              Junior Product Manager/初级产品经理 ID143608  ...              False   \n",
       " 8   产品经理-用户安全和隐私 Product Manager - User Safety and...  ...              False   \n",
       " 9                        Microsoft 365 Engineer(O365)  ...              False   \n",
       " 10                                           产品经理（PM）  ...              False   \n",
       " 11                     产品经理(移动)（PM0001） (职位编号：PM0001)  ...              False   \n",
       " 12                               Product Manager 产品经理  ...              False   \n",
       " 13  Project & Product Manager of Autonomous Drivin...  ...              False   \n",
       " 14                                             产品经理C端  ...              False   \n",
       " 15           Senior Product manager/高级产品经理 (MJ000752)  ...              False   \n",
       " 16                        产品经理/digtal product manager  ...              False   \n",
       " 17      Digital Product manager/二手车大客户产品经理 (MJ000704)  ...              False   \n",
       " 18                                            大客户销售总监  ...              False   \n",
       " 19            Product Sales Manager, LS&H 医药数据库产品销售经理  ...              False   \n",
       " 20  Project & Product Manager of Autonomous Drivin...  ...              False   \n",
       " 21                                             产品经理PM  ...              False   \n",
       " 22                    Digital Product Manager 数字化产品经理  ...              False   \n",
       " 23                                  中央市场部产品经理（SPM或PM）  ...              False   \n",
       " 24                      服务产品经理Product Manager(J20108)  ...              False   \n",
       " 25                               Product Manager 产品经理  ...              False   \n",
       " 26                  Product Manager-Printer 产品经理（打印机）  ...              False   \n",
       " 27                               Product Manager 产品经理  ...              False   \n",
       " 28                                       PM产品经理（高压BU）  ...              False   \n",
       " 29                                             PM产品经理  ...              False   \n",
       " 30                               产品经理 Product Manager  ...              False   \n",
       " 31                    产品经理 (Product Manager-纳米流式仪)-上海  ...              False   \n",
       " 32                       高级产品经理 Product Manager(风控方向)  ...              False   \n",
       " 33                  技术产品经理  Technical Product Manager  ...              False   \n",
       " 34                                         PM模拟芯片产品经理  ...              False   \n",
       " 35                                             pm产品经理  ...              False   \n",
       " 36                                产品经理Product Manager  ...              False   \n",
       " 37                   Associate Product Manager 助理产品经理  ...              False   \n",
       " 38                                    高级产品线经理/产品经理/PM  ...              False   \n",
       " 39              产品经理 /高级产品经理( Product Manager)--云数据管理  ...              False   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   1eb1c7366ab53e391eceb2432f312929  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 1   13f2e1bd1ce3e07cda4142cc20e983bd  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 2   de6f52e4e6893cb740cb2b302639c77d  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 3   3d38444cf16082b86af796bc41f43a15  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4   268b78cf04b4cef281e37a42dfcc231f  5f8f986aea60860b75384fab08u.jpg   \n",
       " 5   be988735074c3c9f8cbb3179c1869d83  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 6   837ab62c1f084d82ee8885bfb3c21038  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 7   b59a14e17ac44c61ef0ecee306ce4540  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 8   176254c5f1d447743777b705dd5d8e90  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 9   5d9f492327569d32d74478209a321e71  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 10  5a4c262d8885e9942c69f434aaa14096  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11  6ba963bf320d184de99485503740fff1  5a9f63498e509036ebf34f6d06a.png   \n",
       " 12  64ad619618d438cff438b82dd3028b0c  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 13  efd682ffb2d75c5f7925fbb0185fb9fb  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 14  904920384dbb8c9536b5ecdc1823fe05  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 15  243d415a12abad30e1d708dd7b6c9ab7  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16  243d415a12abad30e1d708dd7b6c9ab7  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17  243d415a12abad30e1d708dd7b6c9ab7  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 18  6ebf566666f38445967c73fd7541733a  62e895a69a7040633beb989006u.png   \n",
       " 19  58ee0b17dcc672b4b4db4d24a0cd3bb2  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 20  82b656079372824a4b73c7d29c43d41f  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 21  e4c938271d9680180002a1a49c017b86  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 22  e103def01abd83afbf9520562afc3297  614bd971e16e7c5fcd618bb203u.jpg   \n",
       " 23  2ebffa63c40c1b0419ae7571864f2fce  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 24  d4eb87e0fc94a3b1360ac85ef1fc6d0f  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 25  b220044bda630e682f52944aca43ab4a  58c5e5957032f1a833d13fe905a.png   \n",
       " 26  a6db072a8ff2f4ec00c24d801e44a3dd  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 27  5e55cea0ec54d28d2137babbdb1bab9c  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 28  0717354d420df2a96b5ffbe9b1d0f75c  5f8f9866dfb13a7dee342f1808u.jpg   \n",
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       " 35  01f4e2b411bebd1081308c72b1ad2eb8  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 36  34b6c101979b1cf83dc7f9370c11d0a1  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37  e90fdab6e53111be261e89c17f23b8de  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38  956ebee2361569188ba6a5794791ddb0  60666f1dbb0e210e47cbca3b03u.png   \n",
       " 39  cf7fcf23eafd422f063863e0b779ce06  620cea0ea7b36c76d02206f302u.jpg   \n",
       " \n",
       "               comp.compName  comp.compIndustry comp.compScale comp.compStage  \\\n",
       " 0                      携程集团                互联网       10000人以上           美股上市   \n",
       " 1                  freebeat                 体育       100-499人             B轮   \n",
       " 2         奥森多医疗器械贸易(中国)有限公司               医疗器械       100-499人            NaN   \n",
       " 3                      豪德机械              机械/设备       100-499人            NaN   \n",
       " 4             赫尔马科技(上海)有限公司               培训服务                           NaN   \n",
       " 5             特斯拉汽车（北京）有限公司              新能源汽车       10000人以上            NaN   \n",
       " 6              胜牌(上海)化学有限公司           货运/物流/仓储       100-499人           美股上市   \n",
       " 7   Charlotte Tilbury China                 日化       100-499人            NaN   \n",
       " 8                      字节跳动                互联网       10000人以上             其他   \n",
       " 9          安永全球商务服务(大连)有限公司            其他商务服务业       500-999人            NaN   \n",
       " 10                      拉面说           食品/饮料/酒水       100-499人             B轮   \n",
       " 11                       万得                互联网     2000-5000人             其他   \n",
       " 12                     范德兰德            电气机械/器材       100-499人            NaN   \n",
       " 13                  梅赛德斯-奔驰               整车制造       10000人以上            NaN   \n",
       " 14                     云从科技              计算机软件     1000-2000人          科创板上市   \n",
       " 15                  沃尔沃汽车中国               整车制造       10000人以上            NaN   \n",
       " 16                  沃尔沃汽车中国               整车制造       10000人以上            NaN   \n",
       " 17                  沃尔沃汽车中国               整车制造       10000人以上            NaN   \n",
       " 18                     知软技术              计算机软件       100-499人            NaN   \n",
       " 19         科睿唯安信息服务(北京)有限公司             专业技术服务       100-499人           美股上市   \n",
       " 20                  梅赛德斯-奔驰               整车制造       10000人以上            NaN   \n",
       " 21                     德琪医药                 制药       100-499人           港股上市   \n",
       " 22            某上海世界500强上市公司               人工智能       10000人以上            已上市   \n",
       " 23             吉林惠升生物制药有限公司                 制药       100-499人             A轮   \n",
       " 24                     携程集团                互联网       10000人以上           美股上市   \n",
       " 25          圣东尼(上海)针织机器有限公司              机械/设备       100-499人            NaN   \n",
       " 26                  贝迪Brady           印刷/包装/造纸         50-99人            NaN   \n",
       " 27           康语TheCareVoice            云计算/大数据         50-99人             B轮   \n",
       " 28                  深圳尚阳通科技        电子/半导体/集成电路         50-99人            NaN   \n",
       " 29              深圳市宣盈科技有限公司        电子/半导体/集成电路          1-49人            NaN   \n",
       " 30             位元电子(上海)有限公司        电子/半导体/集成电路       100-499人            NaN   \n",
       " 31                     伯齐科技                 制药          1-49人            NaN   \n",
       " 32        澳福派信息技术服务(上海)有限公司               科技金融       100-499人       其他股票市场上市   \n",
       " 33                     伊顿中国              机械/设备       10000人以上            NaN   \n",
       " 34                 Linearin               其他行业         50-99人            NaN   \n",
       " 35      苏州叠纸网络科技股份有限公司上海分公司             专业技术服务         50-99人          融资未公开   \n",
       " 36                     博彦科技               IT服务       10000人以上          中小板上市   \n",
       " 37           健源医疗科技(无锡)有限公司               医疗器械       100-499人            NaN   \n",
       " 38         某上海电子/半导体/集成电路公司        电子/半导体/集成电路          1-49人          融资未公开   \n",
       " 39                著名云数据管理公司              计算机软件       100-499人             B轮   \n",
       " \n",
       "                       comp.compLogo comp.compId  \\\n",
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       " 37  61b07937d0458d53c627567e02u.jpg  12997039.0   \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " \n",
       "                                    comp.link  \n",
       " 0     https://www.liepin.com/company/182339/  \n",
       " 1    https://www.liepin.com/company/9798487/  \n",
       " 2    https://www.liepin.com/company/8808235/  \n",
       " 3    https://www.liepin.com/company/8008979/  \n",
       " 4   https://www.liepin.com/company/12261483/  \n",
       " 5    https://www.liepin.com/company/8626076/  \n",
       " 6   https://www.liepin.com/company/13284053/  \n",
       " 7   https://www.liepin.com/company/13022745/  \n",
       " 8    https://www.liepin.com/company/7863078/  \n",
       " 9    https://www.liepin.com/company/8806497/  \n",
       " 10   https://www.liepin.com/company/9705876/  \n",
       " 11   https://www.liepin.com/company/8055349/  \n",
       " 12   https://www.liepin.com/company/7978881/  \n",
       " 13   https://www.liepin.com/company/8494044/  \n",
       " 14   https://www.liepin.com/company/9144450/  \n",
       " 15   https://www.liepin.com/company/8083523/  \n",
       " 16   https://www.liepin.com/company/8083523/  \n",
       " 17   https://www.liepin.com/company/8083523/  \n",
       " 18  https://www.liepin.com/company/13236469/  \n",
       " 19   https://www.liepin.com/company/9558654/  \n",
       " 20   https://www.liepin.com/company/8494044/  \n",
       " 21   https://www.liepin.com/company/9876601/  \n",
       " 22                                            \n",
       " 23  https://www.liepin.com/company/10190891/  \n",
       " 24    https://www.liepin.com/company/182339/  \n",
       " 25   https://www.liepin.com/company/7968372/  \n",
       " 26   https://www.liepin.com/company/9687166/  \n",
       " 27   https://www.liepin.com/company/8963109/  \n",
       " 28  https://www.liepin.com/company/12849761/  \n",
       " 29  https://www.liepin.com/company/13391655/  \n",
       " 30   https://www.liepin.com/company/8019026/  \n",
       " 31  https://www.liepin.com/company/13250267/  \n",
       " 32  https://www.liepin.com/company/12929479/  \n",
       " 33   https://www.liepin.com/company/1069385/  \n",
       " 34   https://www.liepin.com/company/9788849/  \n",
       " 35  https://www.liepin.com/company/12392425/  \n",
       " 36    https://www.liepin.com/company/878518/  \n",
       " 37  https://www.liepin.com/company/12997039/  \n",
       " 38                                            \n",
       " 39                                            \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " \n",
       "                                            dataParams  \\\n",
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       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0   [CRM产品, ERP产品, 计算机软件, IT互联网, to B, 产品规划, 需求分析,...  53495057   \n",
       " 1                                        [to B, 化学化工]  46499681   \n",
       " 2                                                  []  32851641   \n",
       " 3                                  [医疗行业, 产品规划, 需求分析]  45332733   \n",
       " 4                                                  []  43767897   \n",
       " 5                     [PM, 产品经理, 开拓市场, 原厂, 芯片, 电子元器件]  38465109   \n",
       " 6                                 [芯片销售, FAE, 销售项目经理]  44777035   \n",
       " 7   [策略产品, IT互联网, 用户研究, 产品设计, 移动端产品, 流程设计, 产品规划, 需...  22562485   \n",
       " 8                                                  []  40842425   \n",
       " 9                        [供应商系统, 中台产品, 平台产品, 供应商管理系统]  45793381   \n",
       " 10                    [产品设计, ppt, axure, visio, 需求分析]  28179113   \n",
       " 11                                       [市场洞察, 客户管理]  56955599   \n",
       " 12                                  [人工智能, 计算机视觉, AI]  46604637   \n",
       " 13                                                 []  44630841   \n",
       " 14                                                 []  40842433   \n",
       " 15                                                 []  40842411   \n",
       " 16                                                 []  40842419   \n",
       " 17                                                 []  12630657   \n",
       " 18                                                 []  55979925   \n",
       " 19                          [SystemVerilog, Ada, GRE]  55393629   \n",
       " 20   [数据产品, 策略产品, 团队管理, 产品设计, 需求管理, 流程设计, 用户研究, 产品规划]  45663789   \n",
       " 21                                                 []  59199509   \n",
       " 22                                                 []  45034635   \n",
       " 23                                                 []  57515285   \n",
       " 24                                                 []  58616957   \n",
       " 25                                                 []  44879429   \n",
       " 26                                                 []  55525683   \n",
       " 27                                             [整合营销]  46318799   \n",
       " 28                                                 []  53116925   \n",
       " 29                                             [医药行业]  51906253   \n",
       " 30                                       [新品开发, 新品上市]  46850915   \n",
       " 31                                              [眼视光]  52010157   \n",
       " 32                     [广告产品, 推荐产品, 智能推荐, 广告行业, 团队管理]  57641377   \n",
       " 33                                          [电源, 逆变器]  44478031   \n",
       " 34                                 [产品设计, 产品规划, 用户研究]  44358767   \n",
       " 35                                [电子/半导体/集成电路, 团队管理]  47014151   \n",
       " 36                                                 []  46769469   \n",
       " 37                               [汽车后市场, 产品经理, 经销商管理]  57067133   \n",
       " 38                                                 []  45386095   \n",
       " 39                [PM, 产品经理, 村田, murata, 电子元器件, 对接原厂]  56951069   \n",
       " \n",
       "    job.refreshTime job.jobKind  \\\n",
       " 0   20221101084051           2   \n",
       " 1   20230529091333           1   \n",
       " 2   20230310141817           2   \n",
       " 3   20230531140914           1   \n",
       " 4   20230616091924           1   \n",
       " 5   20230614102554           2   \n",
       " 6   20230617082857           1   \n",
       " 7   20230614092710           2   \n",
       " 8   20230310141638           2   \n",
       " 9   20230616152715           1   \n",
       " 10  20221011102235           2   \n",
       " 11  20230510175040           2   \n",
       " 12  20230117170558           2   \n",
       " 13  20230616133445           1   \n",
       " 14  20230129112929           2   \n",
       " 15  20210912130447           2   \n",
       " 16  20210912130420           2   \n",
       " 17  20230111133340           2   \n",
       " 18  20230519102619           2   \n",
       " 19  20230316122953           2   \n",
       " 20  20230616150558           1   \n",
       " 21  20230616172547           2   \n",
       " 22  20230616115108           1   \n",
       " 23  20230616145437           2   \n",
       " 24  20230517114349           2   \n",
       " 25  20230616104548           1   \n",
       " 26  20230118155330           2   \n",
       " 27  20230609192133           1   \n",
       " 28  20230103112817           2   \n",
       " 29  20220915092722           2   \n",
       " 30  20230614183056           1   \n",
       " 31  20230215131813           2   \n",
       " 32  20230604012152           2   \n",
       " 33  20230615132949           1   \n",
       " 34  20230616152108           2   \n",
       " 35  20230615113841           1   \n",
       " 36  20230607092148           1   \n",
       " 37  20230606111236           2   \n",
       " 38  20230616114508           1   \n",
       " 39  20230614102544           2   \n",
       " \n",
       "                                             job.title  job.salary   job.dq  \\\n",
       " 0              产品经理 Product Manager / Program manager  25-28k·15薪       上海   \n",
       " 1                               Product Manager /产品经理  20-40k·13薪       上海   \n",
       " 2                                    肿瘤APM\\PM产品经理——肝癌      25-30k       上海   \n",
       " 3                                              pm产品经理  25-40k·15薪       上海   \n",
       " 4                  Product Manager 产品经理（泌尿外科）- 外资医疗器械  30-40k·17薪       上海   \n",
       " 5                                              PM产品经理  10-25k·13薪   上海-长宁区   \n",
       " 6                                        PM产品经理（芯片行业）  25-35k·14薪       上海   \n",
       " 7                                   移动互联网产品经理(PM0001)      10-15k  上海-浦东新区   \n",
       " 8                                    肿瘤产品经理 PM/SPM 肝癌      30-35k       上海   \n",
       " 9                           海外中台产品经理（Product Manager）  35-65k·16薪       上海   \n",
       " 10                             Product Manager / 产品经理  20-40k·13薪       上海   \n",
       " 11                                    高级产品线经理/产品经理/PM      25-33k   上海-徐汇区   \n",
       " 12                               产品经理 Product Manager        薪资面议       上海   \n",
       " 13                                           医疗产品经理PM      20-25k   上海-闵行区   \n",
       " 14                                 肿瘤产品经理 PM/SPM 血液领域      25-30k       上海   \n",
       " 15                                 肿瘤产品经理 PM/SPM 消化领域      25-35k       上海   \n",
       " 16                                   肿瘤产品经理 PM/SPM 肺癌      25-35k       上海   \n",
       " 17              产品经理（彩妆产品）/ Product Manager (Make up)       8-24k       上海   \n",
       " 18                    产品经理(Associate) Product Manager      20-45k  上海-浦东新区   \n",
       " 19                  Platform Product Manager/软件平台产品经理        薪资面议  上海-浦东新区   \n",
       " 20                     Digital Product Manager数字化产品经理  25-45k·14薪   上海-徐汇区   \n",
       " 21             Assistant Product Manager 助理产品经理 - 处方药        薪资面议   上海-徐汇区   \n",
       " 22                             产品经理 (Product Manager)      20-40k       上海   \n",
       " 23  产品经理，精品/附件/礼品 Product Manager, Merchandise/Acc...        薪资面议  上海-浦东新区   \n",
       " 24                          IT产品经理 IT Product Manager        薪资面议  上海-浦东新区   \n",
       " 25                               产品经理 Product Manager  20-35k·14薪       上海   \n",
       " 26                                             PM产品经理      22-35k   上海-黄浦区   \n",
       " 27                                产品经理Product Manager  20-30k·14薪   上海-徐汇区   \n",
       " 28                        (SEDS) Product Manager 产品经理        薪资面议  上海-浦东新区   \n",
       " 29                               （高级）产品经理-（抗感染中央市场PM）  20-45k·15薪   上海-黄浦区   \n",
       " 30                                           产品经理（PM）      30-40k   上海-黄浦区   \n",
       " 31                     Product Manager –产品经理-外资眼科医疗器械      20-25k       上海   \n",
       " 32  Product Manager, Automation Ads Solution 国际化产品...      35-65k   上海-闵行区   \n",
       " 33                             资深产品经理  Sr. PM (上海或深圳）  40-60k·15薪       上海   \n",
       " 34                                             pm产品经理  20-50k·14薪   上海-闵行区   \n",
       " 35                                             PM产品经理  20-25k·14薪   上海-闵行区   \n",
       " 36                                       外企医疗设备pm产品经理      20-30k       上海   \n",
       " 37                      IAM Product Manager 汽车后市场产品经理        薪资面议   上海-杨浦区   \n",
       " 38                               产品经理 Product Manager  25-50k·13薪       上海   \n",
       " 39                                     PM/产品经理（村田/被动）  13-25k·13薪   上海-长宁区   \n",
       " \n",
       "     job.topJob  ... recruiter.recruiterName     recruiter.recruiterTitle  \\\n",
       " 0        False  ...                     周先生                       人力资源总监   \n",
       " 1        False  ...                     吴女士                         猎头顾问   \n",
       " 2        False  ...                     梁女士                       商业团队招聘   \n",
       " 3        False  ...                     呼女士                         猎头顾问   \n",
       " 4        False  ...                     董女士                         猎头顾问   \n",
       " 5        False  ...                     李女士                       人力资源经理   \n",
       " 6        False  ...                     但女士                         猎头顾问   \n",
       " 7        False  ...                     孙女士                 人力资源伙伴(HRBP)   \n",
       " 8        False  ...                     梁女士                       商业团队招聘   \n",
       " 9        False  ...                     李先生                         猎头顾问   \n",
       " 10       False  ...                     荀女士                           HR   \n",
       " 11       False  ...                     黄女士                           人事   \n",
       " 12       False  ...                     李女士                         招聘专员   \n",
       " 13       False  ...                     何女士                         猎头顾问   \n",
       " 14       False  ...                     梁女士                       商业团队招聘   \n",
       " 15       False  ...                     梁女士                       商业团队招聘   \n",
       " 16       False  ...                     梁女士                       商业团队招聘   \n",
       " 17       False  ...                     吴女士                       人力资源总监   \n",
       " 18       False  ...                     费女士                                \n",
       " 19       False  ...                     袁女士  HR Recruiting and Marketing   \n",
       " 20       False  ...                     钟女士                         猎头顾问   \n",
       " 21       False  ...                     石女士                           HR   \n",
       " 22       False  ...                     陆先生                         猎头顾问   \n",
       " 23       False  ...                     武女士                         招聘主管   \n",
       " 24       False  ...                     朱女士                         招聘专员   \n",
       " 25       False  ...                     宋先生                         猎头顾问   \n",
       " 26       False  ...                     张女士                                \n",
       " 27       False  ...                     许先生                         猎头顾问   \n",
       " 28       False  ...                     姜女士                           HR   \n",
       " 29       False  ...                     宋女士                         招聘专员   \n",
       " 30       False  ...                     魏先生                         猎头顾问   \n",
       " 31       False  ...                     杨女士                         招聘顾问   \n",
       " 32       False  ...                     刘先生                           HR   \n",
       " 33       False  ...                     钱女士                         猎头顾问   \n",
       " 34       False  ...                     孙女士                    人力资源经理/主管   \n",
       " 35       False  ...                     张女士                         猎头顾问   \n",
       " 36       False  ...                     郭女士                         猎头顾问   \n",
       " 37       False  ...                     蔡女士                           HR   \n",
       " 38       False  ...                     李女士                         猎头顾问   \n",
       " 39       False  ...                     李女士                       人力资源经理   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compScale         comp.compName  \\\n",
       " 0   5f8f986aea60860b75384fab08u.jpg       100-499人      智睿卓才企业咨询(上海)有限公司   \n",
       " 1   5bea2c2c8e5058666cc317d004a.png       10000人以上  是美国《Fortune》杂志所评鉴的50   \n",
       " 2   5e9dab7f8290a17b14670ae707u.png    5000-10000人        信达生物制药(苏州)有限公司   \n",
       " 3   6264bd01eda5af0f27fb548a02u.jpg     2000-5000人           某上海大型医疗器械公司   \n",
       " 4   5cb6e1999fae687d4314b27308u.jpg       100-499人               某医疗设备公司   \n",
       " 5   620b0b321cd3cd37445a7c6301u.png       100-499人                  鼎芯无限   \n",
       " 6   5d19f747dde7f0565c050a0a05u.png       100-499人      某上海电子/半导体/集成电路公司   \n",
       " 7   5a9f63498e509036ebf34f6d06a.png     2000-5000人                    万得   \n",
       " 8   5e9dab7f8290a17b14670ae707u.png    5000-10000人        信达生物制药(苏州)有限公司   \n",
       " 9   5e54942c29d83a67545300c708u.png       10000人以上              某上海互联网大厂   \n",
       " 10  5f8f986779c7cc70efbf36c008u.jpg       100-499人               CCCIS信息   \n",
       " 11  5f8f9863f6d1ab58476f246a08u.jpg          1-49人                为鼎电子科技   \n",
       " 12  5f8f9865ea60860b75384fa508u.jpg       100-499人         瀚博半导体(上海)有限公司   \n",
       " 13  621c363576fa2c321efe72af02u.png       500-999人             某大型医疗器械公司   \n",
       " 14  5e9dab7f8290a17b14670ae707u.png    5000-10000人        信达生物制药(苏州)有限公司   \n",
       " 15  5e9dab7f8290a17b14670ae707u.png    5000-10000人        信达生物制药(苏州)有限公司   \n",
       " 16  5e9dab7f8290a17b14670ae707u.png    5000-10000人        信达生物制药(苏州)有限公司   \n",
       " 17  5f8f986779c7cc70efbf36c008u.jpg       500-999人                  玛丽黛佳   \n",
       " 18  5f8f9863f6d1ab58476f246a08u.jpg       100-499人       康蒂思(上海)医疗器械有限公司   \n",
       " 19  5f8f98648dbe6273dcf8515508u.jpg       10000人以上               梅赛德斯-奔驰   \n",
       " 20  5b56f0228e50c84679317b5d04a.jpg       10000人以上               某欧美制造企业   \n",
       " 21  5f8f98648dbe6273dcf8515508u.jpg     1000-2000人         博士伦(上海)贸易有限公司   \n",
       " 22  5db7a8a1d38a3d7423b92bfe03u.jpg       10000人以上           美资500强自动化公司   \n",
       " 23  5f8f9863f6d1ab58476f246a08u.jpg       10000人以上         特斯拉汽车（北京）有限公司   \n",
       " 24  5f8f986779c7cc70efbf36c008u.jpg       100-499人                福特汽车金融   \n",
       " 25  5e133222643e6e53a87826a405u.jpg     1000-2000人           某世界500强上市公司   \n",
       " 26  5f8f986779c7cc70efbf36c008u.jpg       500-999人          江苏复星医药销售有限公司   \n",
       " 27  5ecbb56d15b5366045c60e4806u.jpg     2000-5000人                 某知名公司   \n",
       " 28  5f8f986779c7cc70efbf36c008u.jpg       10000人以上                   西门子   \n",
       " 29  5f8f9863f6d1ab58476f246a08u.jpg    5000-10000人                  先声药业   \n",
       " 30  5e97ae278290a17b14617e8c07u.png    5000-10000人               知名直销品牌方   \n",
       " 31  5f8f9866dfb13a7dee342f1808u.jpg    5000-10000人          Michael Page   \n",
       " 32  5f8f9868f6d1ab58476f24a008u.jpg       10000人以上                  字节跳动   \n",
       " 33  5e16ed716324626e178ff2d504u.jpg       100-499人                 某知名公司   \n",
       " 34  5f8f9863f6d1ab58476f246a08u.jpg         50-99人        上海奎芯集成电路设计有限公司   \n",
       " 35  6352089a95c1f4106df18fc108u.png       100-499人           某上海专业技术服务公司   \n",
       " 36  64014fe7aeb26265a166e29502u.png       500-999人           某上海大型医疗设备公司   \n",
       " 37  5f8f9863f6d1ab58476f246a08u.jpg       10000人以上          大陆投资(中国)有限公司   \n",
       " 38  54d0c061712e13549ab1ee7a02c.jpg       100-499人                 某知名公司   \n",
       " 39  620b0b321cd3cd37445a7c6301u.png       100-499人                  鼎芯无限   \n",
       " \n",
       "    comp.compId                    comp.compLogo comp.compIndustry  \\\n",
       " 0   12552561.0  6022a73875833c3f9ff782be08u.jpg              咨询服务   \n",
       " 1          NaN  60e2fe0bf3df194a3c48adb502u.png           制药/生物工程   \n",
       " 2    5970779.0  639ae1d1f021873656dc2aa808u.png                制药   \n",
       " 3          NaN  60e2fe0bf3df194a3c48adb502u.png              医疗器械   \n",
       " 4          NaN  60e2fe0bf3df194a3c48adb502u.png              医疗器械   \n",
       " 5    6145394.0  5fc72c10ddcaaa231891b6af08u.png       电子/半导体/集成电路   \n",
       " 6          NaN  60e2fe0bf3df194a3c48adb502u.png       电子/半导体/集成电路   \n",
       " 7    8055349.0  5bfe9ac074719df0ac99e43003a.png               互联网   \n",
       " 8    5970779.0  639ae1d1f021873656dc2aa808u.png                制药   \n",
       " 9          NaN  60e2fe0bf3df194a3c48adb502u.png            互联网/电商   \n",
       " 10   8525237.0  5bfe9a7774719df0ac99d5fa03a.png             计算机软件   \n",
       " 11  12369865.0  6386c3b2821c6d5131108bbd01u.png       电子/半导体/集成电路   \n",
       " 12  10133131.0  635fa6878d2ab127fab292a105u.png       电子/半导体/集成电路   \n",
       " 13         NaN  60e2fe0bf3df194a3c48adb502u.png              医疗器械   \n",
       " 14   5970779.0  639ae1d1f021873656dc2aa808u.png                制药   \n",
       " 15   5970779.0  639ae1d1f021873656dc2aa808u.png                制药   \n",
       " 16   5970779.0  639ae1d1f021873656dc2aa808u.png                制药   \n",
       " 17   9354798.0  5a3b49718e503b638296fd4a04a.png                日化   \n",
       " 18  10166269.0  614549d3e18d8e45083eece807u.png              医疗器械   \n",
       " 19   8494044.0  643fbaa143179d0688cc8dc104u.png              整车制造   \n",
       " 20         NaN  60e2fe0bf3df194a3c48adb502u.png            汽车/摩托车   \n",
       " 21   9409311.0  5ed9b05a15b5366045d1d96d03u.png                制药   \n",
       " 22         NaN  60e2fe0bf3df194a3c48adb502u.png              建筑安装   \n",
       " 23   8626076.0  636685295f464d5d0800357c02u.png             新能源汽车   \n",
       " 24   9570116.0  635a4177b3675f2b6ab3927407u.png              其他金融   \n",
       " 25         NaN  60e2fe0bf3df194a3c48adb502u.png                石化   \n",
       " 26  12174979.0  60d9916ab1c2fb475162db9503u.png              医药流通   \n",
       " 27         NaN  60e2fe0bf3df194a3c48adb502u.png                化工   \n",
       " 28     33708.0  5bfea48674719d2aa34cbda703a.png             工业自动化   \n",
       " 29   5237154.0  5bfea0a674719d2aa34c014503a.png                制药   \n",
       " 30         NaN  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/日化   \n",
       " 31   1790705.0  5c4970d4509919607f6b701f06u.png            人力资源服务   \n",
       " 32   7863078.0  5d887b5528021708fa52b44403u.jpg               互联网   \n",
       " 33         NaN  60e2fe0bf3df194a3c48adb502u.png             机械/设备   \n",
       " 34  12950047.0  616d23ecaa686678fa359dc907u.png       电子/半导体/集成电路   \n",
       " 35         NaN  60e2fe0bf3df194a3c48adb502u.png            专业技术服务   \n",
       " 36         NaN  60e2fe0bf3df194a3c48adb502u.png              医疗器械   \n",
       " 37   8030338.0  59bb941970328eecdbaf9af304a.png              整车制造   \n",
       " 38         NaN  60e2fe0bf3df194a3c48adb502u.png            人力资源服务   \n",
       " 39   6145394.0  5fc72c10ddcaaa231891b6af08u.png       电子/半导体/集成电路   \n",
       " \n",
       "                                    comp.link comp.compStage  \n",
       " 0   https://www.liepin.com/company/12552561/            NaN  \n",
       " 1                                                     融资未公开  \n",
       " 2    https://www.liepin.com/company/5970779/           港股上市  \n",
       " 3                                                       已上市  \n",
       " 4                                                      战略融资  \n",
       " 5    https://www.liepin.com/company/6145394/            NaN  \n",
       " 6                                                     融资未公开  \n",
       " 7    https://www.liepin.com/company/8055349/             其他  \n",
       " 8    https://www.liepin.com/company/5970779/           港股上市  \n",
       " 9                                                       已上市  \n",
       " 10   https://www.liepin.com/company/8525237/            NaN  \n",
       " 11  https://www.liepin.com/company/12369865/          融资未公开  \n",
       " 12  https://www.liepin.com/company/10133131/            NaN  \n",
       " 13                                                    融资未公开  \n",
       " 14   https://www.liepin.com/company/5970779/           港股上市  \n",
       " 15   https://www.liepin.com/company/5970779/           港股上市  \n",
       " 16   https://www.liepin.com/company/5970779/           港股上市  \n",
       " 17   https://www.liepin.com/company/9354798/            NaN  \n",
       " 18  https://www.liepin.com/company/10166269/            NaN  \n",
       " 19   https://www.liepin.com/company/8494044/            NaN  \n",
       " 20                                                    融资未公开  \n",
       " 21   https://www.liepin.com/company/9409311/            NaN  \n",
       " 22                                                    融资未公开  \n",
       " 23   https://www.liepin.com/company/8626076/            NaN  \n",
       " 24   https://www.liepin.com/company/9570116/            NaN  \n",
       " 25                                                      已上市  \n",
       " 26  https://www.liepin.com/company/12174979/            NaN  \n",
       " 27                                                     战略融资  \n",
       " 28     https://www.liepin.com/company/33708/            NaN  \n",
       " 29   https://www.liepin.com/company/5237154/            NaN  \n",
       " 30                                                    融资未公开  \n",
       " 31   https://www.liepin.com/company/1790705/            NaN  \n",
       " 32   https://www.liepin.com/company/7863078/             其他  \n",
       " 33                                                      NaN  \n",
       " 34  https://www.liepin.com/company/12950047/            NaN  \n",
       " 35                                                    融资未公开  \n",
       " 36                                                    融资未公开  \n",
       " 37   https://www.liepin.com/company/8030338/            NaN  \n",
       " 38                                                    融资未公开  \n",
       " 39   https://www.liepin.com/company/6145394/            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"imId\":\"9a51c58808406e056042c177f0a1d2b1\",\"im...   \n",
       " 1   {\"imId\":\"1d2dfcc2ee612f7cc62c94f01ec83e9b\",\"im...   \n",
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       " 9   {\"imId\":\"f286605eee40dde50dff24c56bb2b7a6\",\"im...   \n",
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       " 11  {\"imId\":\"674ece17b312df3be2a6e48d27d32952\",\"im...   \n",
       " 12  {\"imId\":\"8d8ecc78c418d4a66085192371c94c6d\",\"im...   \n",
       " 13  {\"imId\":\"3449bb6714a97733dfb6df235db455f2\",\"im...   \n",
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       " 15  {\"imId\":\"c7641a69cf38dca278f5885b11a76839\",\"im...   \n",
       " 16  {\"imId\":\"8d9d2aa7d6a8f8d3a16f40efc521f853\",\"im...   \n",
       " 17  {\"imId\":\"bb08d991bd43578d0e33f8ac54fbf39e\",\"im...   \n",
       " 18  {\"imId\":\"2bb2428ab528d0f5160b5b344d4ef7b6\",\"im...   \n",
       " 19  {\"imId\":\"d65a75ae31c896c97dbc66d22ecf837a\",\"im...   \n",
       " 20  {\"imId\":\"244c498c451abbc1063dfc1b00f6daab\",\"im...   \n",
       " 21  {\"imId\":\"74ff97b87e79a208ccf79dbc9e75a66a\",\"im...   \n",
       " 22  {\"imId\":\"8d9d2aa7d6a8f8d3a16f40efc521f853\",\"im...   \n",
       " 23  {\"imId\":\"326e1042681512e6c051c4e7ef49e137\",\"im...   \n",
       " 24  {\"imId\":\"41ae04f4580a5987b1f0b9c52c0f4979\",\"im...   \n",
       " 25  {\"imId\":\"2bb2428ab528d0f5160b5b344d4ef7b6\",\"im...   \n",
       " 26  {\"imId\":\"226d379d3c17415dcb8db5f39dbf4c7c\",\"im...   \n",
       " 27  {\"imId\":\"c143e763dba241596dadb487287a091a\",\"im...   \n",
       " 28  {\"imId\":\"414f09dfc59f7b25c6974481676d4b89\",\"im...   \n",
       " 29  {\"imId\":\"244c498c451abbc1063dfc1b00f6daab\",\"im...   \n",
       " 30  {\"imId\":\"acc82e0f237c220af0cf75fb14b27437\",\"im...   \n",
       " 31  {\"imId\":\"e469760b75d10c3bfdb07c5a03f49b8b\",\"im...   \n",
       " 32  {\"imId\":\"7aa0d8a46d39fb2b62cb88e0a323364d\",\"im...   \n",
       " 33  {\"imId\":\"cc13ed819a6313b5d8083254db29b13a\",\"im...   \n",
       " 34  {\"imId\":\"414f09dfc59f7b25c6974481676d4b89\",\"im...   \n",
       " 35  {\"imId\":\"b68dd8084d9922bbc9cfe5b3cd09b3d2\",\"im...   \n",
       " 36  {\"imId\":\"6b7a4bb398f502667b84ec3c657ae83b\",\"im...   \n",
       " 37  {\"imId\":\"25e66400fbbb870ff4067025f1d6ce6f\",\"im...   \n",
       " 38  {\"imId\":\"e49477fe79d9996599c5c4fb06d115ec\",\"im...   \n",
       " 39  {\"imId\":\"4add99ac2c96d2891b4fb320fc878e26\",\"im...   \n",
       " \n",
       "                                            job.labels  job.salary   job.dq  \\\n",
       " 0                                              [5G行业]  20-40k·15薪       上海   \n",
       " 1       [市场推广, 电子/通信/硬件, 产品定义, 功率半导体器件, MOSFET, IGBT]  30-50k·15薪  上海-浦东新区   \n",
       " 2                                                  []  35-40k·15薪  上海-浦东新区   \n",
       " 3                                                  []  40-55k·15薪       上海   \n",
       " 4                                              [.NET]  15-25k·13薪  上海-浦东新区   \n",
       " 5                                                  []  30-35k·15薪  上海-浦东新区   \n",
       " 6     [策略产品, 商业产品, 推荐产品, 消费品, 产品规划, 产品设计, 竞品分析, 团队管理]      25-35k  上海-浦东新区   \n",
       " 7                                        [市场营销, 市场推广]      10-20k       上海   \n",
       " 8                           [策略产品, 旅游行业, 电子/半导体/集成电路]      16-25k   上海-徐汇区   \n",
       " 9                                                  []  20-40k·13薪       上海   \n",
       " 10                                 [PM, 食品产品经理, 品牌经理]      25-40k   上海-闵行区   \n",
       " 11                                [策略产品, 电子/半导体/集成电路]      15-29k       上海   \n",
       " 12                                             [产品设计]      20-30k   上海-长宁区   \n",
       " 13                                                 []        薪资面议  上海-浦东新区   \n",
       " 14                                                 []        薪资面议       上海   \n",
       " 15                       [PM, 产品经理, 电源, 模拟器件, 市场, 原厂]  15-25k·13薪   上海-长宁区   \n",
       " 16         [市场推广, to B, 无销售性质, 电子/通信/硬件, 功率器件, 产品线管理]  25-40k·14薪  上海-浦东新区   \n",
       " 17                                             [产品市场]      30-60k       上海   \n",
       " 18                                [电子/半导体/集成电路, 团队管理]  15-20k·17薪   上海-闵行区   \n",
       " 19                                                 []      18-25k   上海-徐汇区   \n",
       " 20   [数据产品, 画像产品, 汽车行业, 产品设计, 数据分析, 产品规划, 用户研究, 团队管理]  20-30k·13薪   上海-虹口区   \n",
       " 21                         [IT互联网, 电子/半导体/集成电路, 汽车行业]      15-20k       上海   \n",
       " 22  [市场调研分析, 市场推广, to B, 无销售性质, 电子/通信/硬件, 能源/环保/化工...  25-40k·14薪  上海-浦东新区   \n",
       " 23                  [策略产品, 定价/竞价产品, 商业产品, 工具产品, 团队管理]  25-35k·16薪       上海   \n",
       " 24                                 [CRM产品, 中后台, 产品开发]  25-40k·13薪       上海   \n",
       " 25                                [电子/半导体/集成电路, 团队管理]  12-18k·17薪   上海-闵行区   \n",
       " 26                     [药物研发, 用户研究, 产品设计, 竞品分析, 数据分析]  15-30k·13薪   上海-静安区   \n",
       " 27        [印刷/包装/造纸, 科研/技术服务, 产品规划, 产品优化, 竞品分析, 市场调研]  20-30k·13薪       上海   \n",
       " 28                                                 []      15-30k       上海   \n",
       " 29  [AI人工智能产品, 数据产品, 平台产品, 汽车行业, 人工智能, 云计算, 产品设计, ...      20-30k   上海-虹口区   \n",
       " 30                                  [生物药, 生物制药, 医药企业]      22-30k  上海-浦东新区   \n",
       " 31                                      [客户端产品, 团队管理]  35-45k·13薪   上海-黄浦区   \n",
       " 32                          [策略产品, IT互联网, 产品规划, 用户研究]  25-40k·14薪  上海-浦东新区   \n",
       " 33                                                 []  20-27k·14薪       上海   \n",
       " 34                                                 []      20-30k       上海   \n",
       " 35                               [抗感染, 产品经理, 市场部工作经历]  20-45k·15薪   上海-黄浦区   \n",
       " 36                                             [产品设计]  36-65k·13薪   上海-黄浦区   \n",
       " 37                                                 []      15-20k   上海-闵行区   \n",
       " 38  [交易产品, to C, to B, OTA, 产品设计, 竞品分析, 产品优化, 数据分析...  22-40k·15薪   上海-长宁区   \n",
       " 39                                                 []        薪资面议       上海   \n",
       " \n",
       "                                             job.title job.jobId  \\\n",
       " 0                                产品经理 Product Manager  46814985   \n",
       " 1                                            PM市场产品经理  44825993   \n",
       " 2                                          资深产品经理（PM）  58454675   \n",
       " 3          Senior Product Manager/资深产品经理 - Cosmetics   45348861   \n",
       " 4                                Product Manager 产品经理  48127823   \n",
       " 5                          产品经理(Product Manager)-医美产品  53904259   \n",
       " 6                                产品经理 Product Manager  53934829   \n",
       " 7                                              产品经理PM  39074475   \n",
       " 8                                            产品线经理/PM  56955649   \n",
       " 9   产品经理（AI制药平台Product Manager of AI Pharmaceutica...  45808979   \n",
       " 10                                           食品产品经理PM  46475603   \n",
       " 11                                          产品线经理/PM   46217431   \n",
       " 12                                             PM产品经理  58987609   \n",
       " 13  Local Fund Custody Product Manager 证券服务部本地基金托管...  50574551   \n",
       " 14                        产品经理，Product Manager, 家禽事业部  42990065   \n",
       " 15                                     PM/产品经理（电源/模拟）  53497653   \n",
       " 16                                       PM产品经理（功率器件）  57669657   \n",
       " 17                                          医药产品经理/PM  44727555   \n",
       " 18                                          PM产品经理-ST  57317933   \n",
       " 19                                             产品经理PM  58922737   \n",
       " 20            Label Product manager/标签产品经理 (MJ000729)  57933089   \n",
       " 21                                          元器件产品经理PM  54247491   \n",
       " 22                                       PM产品经理（功率模组）  57669855   \n",
       " 23                 产品经理 Product Manager- TOP 外资IVD 公司  45780969   \n",
       " 24                        CRM Product Manager CRM产品经理  49827563   \n",
       " 25                                   PM产品经理—RENESAS瑞萨  58441649   \n",
       " 26                               产品经理 Product Manager  58619067   \n",
       " 27                        LC Product Manager 生命周期产品经理  51877615   \n",
       " 28                                          PM产品经理-上海  44861533   \n",
       " 29        Algorithm Product manager/算法产品经理 (MJ000728)  57933039   \n",
       " 30                                       验证中心产品经理（PM）  56870495   \n",
       " 31                             高级产品经理 Product Manager  52738909   \n",
       " 32                                  产品经理（医药库）（PM0100）  42772975   \n",
       " 33                                         PM,OTC产品经理  46891403   \n",
       " 34                                          PM产品经理-零售  44927773   \n",
       " 35                               （高级）产品经理-（抗感染中央市场PM）  51991357   \n",
       " 36                          Sr Product manager 资深产品经理  42846783   \n",
       " 37                                             产品经理PM  53956841   \n",
       " 38  分销侧产品经理 Product Manager of B2B Partnership (MJ...  55353185   \n",
       " 39  壁挂炉产品国际产品经理/International Product Manager_ TT ...  45099519   \n",
       " \n",
       "    job.refreshTime job.jobKind  job.topJob  ...  \\\n",
       " 0   20230612162736           1       False  ...   \n",
       " 1   20230614112228           1       False  ...   \n",
       " 2   20230510172706           2       False  ...   \n",
       " 3   20230614095628           1       False  ...   \n",
       " 4   20230614112220           2       False  ...   \n",
       " 5   20230320151508           2       False  ...   \n",
       " 6   20230613093032           2       False  ...   \n",
       " 7   20230516095806           2       False  ...   \n",
       " 8   20230510175040           2       False  ...   \n",
       " 9   20230617200805           1       False  ...   \n",
       " 10  20230615114402           2       False  ...   \n",
       " 11  20230615182533           1       False  ...   \n",
       " 12  20230609170151           2       False  ...   \n",
       " 13  20220711114251           2       False  ...   \n",
       " 14  20230510100400           2       False  ...   \n",
       " 15  20230614102544           2       False  ...   \n",
       " 16  20230615120041           2       False  ...   \n",
       " 17  20230616133114           1       False  ...   \n",
       " 18  20230606103440           2       False  ...   \n",
       " 19  20230615095640           2       False  ...   \n",
       " 20  20230419122445           2       False  ...   \n",
       " 21  20230525141452           2       False  ...   \n",
       " 22  20230615120041           2       False  ...   \n",
       " 23  20230504153628           1       False  ...   \n",
       " 24  20220628162250           2       False  ...   \n",
       " 25  20230510141130           2       False  ...   \n",
       " 26  20230517131302           2       False  ...   \n",
       " 27  20230615105543           2       False  ...   \n",
       " 28  20230511113149           1       False  ...   \n",
       " 29  20230419122009           2       False  ...   \n",
       " 30  20230511080724           2       False  ...   \n",
       " 31  20220930104037           2       False  ...   \n",
       " 32  20230614092627           2       False  ...   \n",
       " 33  20230612103616           1       False  ...   \n",
       " 34  20230511113149           1       False  ...   \n",
       " 35  20220818145223           2       False  ...   \n",
       " 36  20220428160124           2       False  ...   \n",
       " 37  20230206111143           2       False  ...   \n",
       " 38  20230105202035           2       False  ...   \n",
       " 39  20211207171319           2       False  ...   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compIndustry  comp.compScale  \\\n",
       " 0    5cbe82c5501544662c3ca3d007u.png            人力资源服务      1000-2000人   \n",
       " 1    607e89190922873bf537a56a06u.png       电子/半导体/集成电路        100-499人   \n",
       " 2    5f8f9863f6d1ab58476f246a08u.jpg       电子/半导体/集成电路        100-499人   \n",
       " 3    54d0d4c4712ef9bd47e2c6bc02c.jpg              专业服务        100-499人   \n",
       " 4    5f8f98648dbe6273dcf8515508u.jpg                石化        100-499人   \n",
       " 5    5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口        500-999人   \n",
       " 6    5f8f9866dfb13a7dee342f1808u.jpg             批发/零售          50-99人   \n",
       " 7    5f8f9868f6d1ab58476f24a008u.jpg       电子/半导体/集成电路           1-49人   \n",
       " 8    5f8f9863f6d1ab58476f246a08u.jpg       电子/半导体/集成电路           1-49人   \n",
       " 9    61bc3535923cc04b394fb96405u.png            专业技术服务     5000-10000人   \n",
       " 10   5f8f9865ea60860b75384fa508u.jpg          食品/饮料/酒水        100-499人   \n",
       " 11   61b0433c98d07b1ac46b2b2608u.png       电子/半导体/集成电路           1-49人   \n",
       " 12   5f8f98648dbe6273dcf8515508u.jpg                体育     5000-10000人   \n",
       " 13   5f8f986779c7cc70efbf36c008u.jpg                银行        500-999人   \n",
       " 14   5f8f98648dbe6273dcf8515508u.jpg              生物技术      1000-2000人   \n",
       " 15   620b0b321cd3cd37445a7c6301u.png       电子/半导体/集成电路        100-499人   \n",
       " 16   5f8f9863f6d1ab58476f246a08u.jpg       电子/半导体/集成电路          50-99人   \n",
       " 17   5e8729055a1a60079d61b68202u.jpg           制药/生物工程      2000-5000人   \n",
       " 18   5f8f9865ea60860b75384fa508u.jpg       电子/半导体/集成电路      2000-5000人   \n",
       " 19   5f8f9863f6d1ab58476f246a08u.jpg                制药      1000-2000人   \n",
       " 20   5f8f9866dfb13a7dee342f1808u.jpg              整车制造        10000人以上   \n",
       " 21   5f8f986779c7cc70efbf36c008u.jpg       电子/半导体/集成电路          50-99人   \n",
       " 22   5f8f9863f6d1ab58476f246a08u.jpg       电子/半导体/集成电路          50-99人   \n",
       " 23   5c34bef8570cb108602f687308u.png              仪器仪表      2000-5000人   \n",
       " 24   5f8f9865ea60860b75384fa508u.jpg          广告/公关/会展      2000-5000人   \n",
       " 25   5f8f9865ea60860b75384fa508u.jpg       电子/半导体/集成电路      2000-5000人   \n",
       " 26   5f8f9866dfb13a7dee342f1808u.jpg                制药        100-499人   \n",
       " 27   5f8f9865ea60860b75384fa508u.jpg             机械/设备        100-499人   \n",
       " 28  63e599313e6c4c39e9063b1906u.jpeg                制药        10000人以上   \n",
       " 29   5f8f9866dfb13a7dee342f1808u.jpg              整车制造        10000人以上   \n",
       " 30   5f8f9863f6d1ab58476f246a08u.jpg              医疗器械        100-499人   \n",
       " 31   5f8f9863f6d1ab58476f246a08u.jpg              科技金融        100-499人   \n",
       " 32   5a9f63498e509036ebf34f6d06a.png               互联网      2000-5000人   \n",
       " 33   636c80a7b519e83484ec999203u.png                制药      2000-5000人   \n",
       " 34  63e599313e6c4c39e9063b1906u.jpeg                制药        10000人以上   \n",
       " 35   5f8f98698dbe6273dcf8516008u.jpg                制药     5000-10000人   \n",
       " 36   5f8f9865ea60860b75384fa508u.jpg               互联网      2000-5000人   \n",
       " 37   5f8f986779c7cc70efbf36c008u.jpg          食品/饮料/酒水        10000人以上   \n",
       " 38   58b4c7f670327d07af7fd34805a.jpg               互联网        10000人以上   \n",
       " 39   5f8f9866dfb13a7dee342f1808u.jpg             机械/设备        100-499人   \n",
       " \n",
       "           comp.compName comp.compStage                    comp.compLogo  \\\n",
       " 0             某大型专业服务公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 1      某深圳电子/半导体/集成电路公司          D轮及以上  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 2        苏州赛芯电子科技股份有限公司             C轮  634e484951810b2e64ea8ca507u.png   \n",
       " 3              知名商业咨询公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 4     马斯达(上海)企业管理咨询有限公司            NaN  6282433a3b8d431e4e7b25ee08u.png   \n",
       " 5        华瑭大昌商业(上海)有限公司            NaN  5caf545ee5a8a6695f2d4ce304u.png   \n",
       " 6                  奔迈国际            NaN  5f2a514813bca4465f2477a208u.jpg   \n",
       " 7                  品观电子          融资未公开  609b48890c1d820f78b160c103u.png   \n",
       " 8                为鼎电子科技          融资未公开  6386c3b2821c6d5131108bbd01u.png   \n",
       " 9         某上海大型专业技术服务公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 10                 涓海贸易            NaN  6135cbd09e810004bb26216702u.png   \n",
       " 11     某上海电子/半导体/集成电路公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 12       乔山健康科技(上海)有限公司          融资未公开  5bfffb9574719da073f1499803u.png   \n",
       " 13                 花旗银行            NaN  5bfe9e9774719d2aa34b9af903a.png   \n",
       " 14     诗华诺康科技发展(北京)有限公司            NaN  614ac5f4f68734382b598c8607u.png   \n",
       " 15                 鼎芯无限            NaN  5fc72c10ddcaaa231891b6af08u.png   \n",
       " 16              深圳尚阳通科技            NaN  610cb26290cd3a5facf5f21003u.png   \n",
       " 17              某知名上市药企            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 18                 文晔领科            NaN  5fa390eb0c57e56b1d10d31e05u.png   \n",
       " 19                   瀚晖            NaN  5bfea4e974719d2aa34cd03403a.png   \n",
       " 20              沃尔沃汽车中国            NaN  61dbbbc46f9486679feb36c205u.png   \n",
       " 21       研达创新电子(深圳)有限公司            NaN  638d60a73f535d43b5d72a1602u.png   \n",
       " 22              深圳尚阳通科技            NaN  610cb26290cd3a5facf5f21003u.png   \n",
       " 23            某大型仪器仪表公司            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 24         电通(上海)投资有限公司            NaN  620f12014683bc2048ab4bb604u.png   \n",
       " 25                 文晔领科            NaN  5fa390eb0c57e56b1d10d31e05u.png   \n",
       " 26              华夏源细胞集团          融资未公开  60d5867446cf63207bf9357001u.png   \n",
       " 27         博凯机械(上海)有限公司            NaN  5bfe9e1874719d2aa34b81bb03a.png   \n",
       " 28            某国内大型制药公司            天使轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 29              沃尔沃汽车中国            NaN  61dbbbc46f9486679feb36c205u.png   \n",
       " 30    百林科制药装备科技(江苏)有限公司            NaN  61adb3c1749a23603104a3af06u.png   \n",
       " 31    澳福派信息技术服务(上海)有限公司       其他股票市场上市  61791ce48c61b34e2df4a74e05u.png   \n",
       " 32                   万得             其他  5bfe9ac074719df0ac99e43003a.png   \n",
       " 33            某大型知名制药公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 34            某国内大型制药公司            天使轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 35                 先声药业            NaN  5bfea0a674719d2aa34c014503a.png   \n",
       " 36     斯达哈伯软件技术(上海)有限公司             其他  60b8ad45e41a9d26807fd92903u.jpg   \n",
       " 37                 桃李面包          融资未公开  64489179af6ac937605ea9af08u.png   \n",
       " 38                 携程集团           美股上市  5f4de484f6d1ab584745de6d05u.jpg   \n",
       " 39  博世热力技术(北京)有限公司上海分公司            NaN  5bfe9fdc74719d2aa34bda4103a.png   \n",
       " \n",
       "                                    comp.link  job.pcOuterLink job.h5OuterLink  \\\n",
       " 0                                                         NaN             NaN   \n",
       " 1                                                         NaN             NaN   \n",
       " 2   https://www.liepin.com/company/12785949/                                    \n",
       " 3                                                         NaN             NaN   \n",
       " 4   https://www.liepin.com/company/10184157/                                    \n",
       " 5    https://www.liepin.com/company/2552466/                                    \n",
       " 6    https://www.liepin.com/company/8018041/                                    \n",
       " 7    https://www.liepin.com/company/7971801/                                    \n",
       " 8   https://www.liepin.com/company/12369865/                                    \n",
       " 9                                                         NaN             NaN   \n",
       " 10  https://www.liepin.com/company/12336599/                                    \n",
       " 11                                                        NaN             NaN   \n",
       " 12   https://www.liepin.com/company/9824941/                                    \n",
       " 13   https://www.liepin.com/company/8642802/                                    \n",
       " 14  https://www.liepin.com/company/12882339/                                    \n",
       " 15   https://www.liepin.com/company/6145394/                                    \n",
       " 16  https://www.liepin.com/company/12849761/                                    \n",
       " 17                                                        NaN             NaN   \n",
       " 18   https://www.liepin.com/company/9749315/                                    \n",
       " 19   https://www.liepin.com/company/9607287/                                    \n",
       " 20   https://www.liepin.com/company/8083523/                                    \n",
       " 21  https://www.liepin.com/company/12777305/                                    \n",
       " 22  https://www.liepin.com/company/12849761/                                    \n",
       " 23                                                        NaN             NaN   \n",
       " 24   https://www.liepin.com/company/8549604/                                    \n",
       " 25   https://www.liepin.com/company/9749315/                                    \n",
       " 26   https://www.liepin.com/company/9615460/                                    \n",
       " 27   https://www.liepin.com/company/9184092/                                    \n",
       " 28                                                        NaN             NaN   \n",
       " 29   https://www.liepin.com/company/8083523/                                    \n",
       " 30  https://www.liepin.com/company/12809513/                                    \n",
       " 31  https://www.liepin.com/company/12929479/                                    \n",
       " 32   https://www.liepin.com/company/8055349/                                    \n",
       " 33                                                        NaN             NaN   \n",
       " 34                                                        NaN             NaN   \n",
       " 35   https://www.liepin.com/company/5237154/                                    \n",
       " 36  https://www.liepin.com/company/12576949/                                    \n",
       " 37   https://www.liepin.com/company/8161121/                                    \n",
       " 38    https://www.liepin.com/company/182339/                                    \n",
       " 39   https://www.liepin.com/company/8431323/                                    \n",
       " \n",
       "    comp.compId  \n",
       " 0          NaN  \n",
       " 1          NaN  \n",
       " 2   12785949.0  \n",
       " 3          NaN  \n",
       " 4   10184157.0  \n",
       " 5    2552466.0  \n",
       " 6    8018041.0  \n",
       " 7    7971801.0  \n",
       " 8   12369865.0  \n",
       " 9          NaN  \n",
       " 10  12336599.0  \n",
       " 11         NaN  \n",
       " 12   9824941.0  \n",
       " 13   8642802.0  \n",
       " 14  12882339.0  \n",
       " 15   6145394.0  \n",
       " 16  12849761.0  \n",
       " 17         NaN  \n",
       " 18   9749315.0  \n",
       " 19   9607287.0  \n",
       " 20   8083523.0  \n",
       " 21  12777305.0  \n",
       " 22  12849761.0  \n",
       " 23         NaN  \n",
       " 24   8549604.0  \n",
       " 25   9749315.0  \n",
       " 26   9615460.0  \n",
       " 27   9184092.0  \n",
       " 28         NaN  \n",
       " 29   8083523.0  \n",
       " 30  12809513.0  \n",
       " 31  12929479.0  \n",
       " 32   8055349.0  \n",
       " 33         NaN  \n",
       " 34         NaN  \n",
       " 35   5237154.0  \n",
       " 36  12576949.0  \n",
       " 37   8161121.0  \n",
       " 38    182339.0  \n",
       " 39   8431323.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " \n",
       "                                            dataParams  \\\n",
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       " 10  {\"imId\":\"90d585a9c76e3c2abaae4d84c1395e96\",\"im...   \n",
       " 11  {\"imId\":\"a7baf5d394178f3459a7d64ad9817c9f\",\"im...   \n",
       " 12  {\"imId\":\"26d0a1c807d4518d863aab5566accc36\",\"im...   \n",
       " 13  {\"imId\":\"1baa778c7e3cff064eb3c85621fabd5f\",\"im...   \n",
       " 14  {\"imId\":\"836188324374c7dd24eff958a002fd93\",\"im...   \n",
       " 15  {\"imId\":\"8ca4120f2e8c6f8cee7b65a82243fe9b\",\"im...   \n",
       " 16  {\"imId\":\"a48cba1a5ae734d94036597854bcf58c\",\"im...   \n",
       " 17  {\"imId\":\"cb84d67e1f97d7a3ac365a663ca833da\",\"im...   \n",
       " 18  {\"imId\":\"a5b555948a0f3c62937a45d7910778f0\",\"im...   \n",
       " 19  {\"imId\":\"98300e532297981ef0e943e3aa9ed4a9\",\"im...   \n",
       " 20  {\"imId\":\"aef1946434ceb21102f523e94e784db2\",\"im...   \n",
       " 21  {\"imId\":\"334b7dad6ace7f9517c4cef3d8aaac05\",\"im...   \n",
       " 22  {\"imId\":\"4d1472b993f9b1518868111a467b66bb\",\"im...   \n",
       " 23  {\"imId\":\"2e9bfefe39b90fe52f0021fc381f9c45\",\"im...   \n",
       " 24  {\"imId\":\"aef1946434ceb21102f523e94e784db2\",\"im...   \n",
       " 25  {\"imId\":\"d2ba2724b602889c863aab5566accc36\",\"im...   \n",
       " 26  {\"imId\":\"53726bedde5d2d1821763eed48c5bc0c\",\"im...   \n",
       " 27  {\"imId\":\"d990692f34b0aa2d0e33f8ac54fbf39e\",\"im...   \n",
       " 28  {\"imId\":\"d990692f34b0aa2d0e33f8ac54fbf39e\",\"im...   \n",
       " 29  {\"imId\":\"dd18a6fed9d3a50a755afdb1bc565971\",\"im...   \n",
       " 30  {\"imId\":\"bb02d555253e7621befa578784e31c32\",\"im...   \n",
       " 31  {\"imId\":\"4c0bab9fe79926c54c7b9da341e06feb\",\"im...   \n",
       " 32  {\"imId\":\"bb02d555253e7621befa578784e31c32\",\"im...   \n",
       " 33  {\"imId\":\"99e4f967505a73b868c56fcc9b2af6cb\",\"im...   \n",
       " 34  {\"imId\":\"aef1946434ceb21102f523e94e784db2\",\"im...   \n",
       " 35  {\"imId\":\"59f37984bf5034e3546e1263879f21b5\",\"im...   \n",
       " 36  {\"imId\":\"140a29eb24cf380d58df9ed6b1b051e6\",\"im...   \n",
       " 37  {\"imId\":\"2607f7de4ec9560a24eff958a002fd93\",\"im...   \n",
       " 38  {\"imId\":\"841dca9db558e0c141e5bcee76e8c167\",\"im...   \n",
       " 39  {\"imId\":\"f87eefd37f79b275d6a9d1214a39013b\",\"im...   \n",
       " \n",
       "                                job.labels  job.salary   job.dq job.jobId  \\\n",
       " 0                                  [产品经理]      10-15k   上海-嘉定区  57383423   \n",
       " 1                     [电子/半导体/集成电路, 团队管理]      10-15k   上海-嘉定区  57400743   \n",
       " 2                                      []  15-25k·14薪   上海-嘉定区  45928607   \n",
       " 3                                      []      10-15k       上海  37922347   \n",
       " 4                                      []        薪资面议       上海  48955555   \n",
       " 5                                      []      20-25k   上海-静安区  38920127   \n",
       " 6                                      []      15-35k       上海  42758475   \n",
       " 7                               [电子产品及配件]        薪资面议  上海-浦东新区  59332077   \n",
       " 8                     [策略产品, 电子/半导体/集成电路]      20-40k   上海-松江区  46970411   \n",
       " 9                                      []      20-40k   上海-静安区  59343417   \n",
       " 10                                     []      25-28k   上海-嘉定区  53202797   \n",
       " 11                                     []      20-25k   上海-静安区  39065775   \n",
       " 12              [代理商销售, 渠道销售, 市场洞察, 客户管理]  15-25k·13薪  上海-浦东新区  59159559   \n",
       " 13       [KOL, 渠道推广, 市场推广, 英语, 快消品, 美妆产品]  25-30k·14薪   上海-徐汇区  59091987   \n",
       " 14                      [Autosar, 汽车安全法规]  20-27k·15薪   上海-闵行区  56774539   \n",
       " 15               [区域销售, 市场洞察, 客户管理, 销售管理]  30-40k·18薪       上海  46060295   \n",
       " 16                                     []      20-30k   上海-长宁区  55864361   \n",
       " 17                                     []        薪资面议   上海-静安区  58572437   \n",
       " 18                               [产品开发经理]        薪资面议   上海-黄浦区  47053125   \n",
       " 19                                 [品牌推广]  15-20k·17薪   上海-长宁区  34887567   \n",
       " 20                                     []  25-45k·16薪       上海  45128325   \n",
       " 21                              [IP/IPv6]      40-65k       上海  51114053   \n",
       " 22                                     []  12-20k·14薪   上海-徐汇区  58010611   \n",
       " 23                                     []        薪资面议       上海  52759247   \n",
       " 24                                     []  25-45k·16薪       上海  44881981   \n",
       " 25                                     []  15-25k·14薪       上海  46335077   \n",
       " 26                     [市场推广, 市场策划, 活动策划]  15-25k·13薪   上海-黄浦区  45736193   \n",
       " 27       [市场策划, 活动策划, 市场营销, 市场推广, 市场调研分析]  20-35k·16薪   上海-静安区  51164805   \n",
       " 28                                     []  20-30k·16薪   上海-静安区  54587657   \n",
       " 29                                     []      20-30k   上海-松江区  46229939   \n",
       " 30                                     []  15-20k·17薪   上海-闵行区  51618827   \n",
       " 31                           [市场推广, 市场策划]      20-30k       上海  46502641   \n",
       " 32                                     []  15-20k·17薪   上海-闵行区  51450597   \n",
       " 33                                     []  30-55k·14薪  上海-浦东新区  55623053   \n",
       " 34                                     []  25-45k·16薪       上海  44882079   \n",
       " 35                                     []        薪资面议  上海-浦东新区  36510167   \n",
       " 36                                 [市场洞察]      15-20k   上海-嘉定区  55738043   \n",
       " 37  [电驱动, 伺服电机, 新能源, 驱动器和控制器, 行动机械, 产品管理]  25-40k·15薪       上海  44840269   \n",
       " 38                          [SOC项目, 高速接口]  20-50k·14薪   上海-闵行区  56241783   \n",
       " 39                                     []      15-25k       上海  37906685   \n",
       " \n",
       "    job.refreshTime job.jobKind  \\\n",
       " 0   20230329115540           2   \n",
       " 1   20230329171021           2   \n",
       " 2   20211223165949           2   \n",
       " 3   20210408105704           2   \n",
       " 4   20220419174118           2   \n",
       " 5   20210722144244           2   \n",
       " 6   20210831153229           2   \n",
       " 7   20230615110525           2   \n",
       " 8   20230616090426           1   \n",
       " 9   20230615084703           2   \n",
       " 10  20221018144103           2   \n",
       " 11  20210722144244           2   \n",
       " 12  20230607160316           2   \n",
       " 13  20230616172211           2   \n",
       " 14  20230517111800           2   \n",
       " 15  20230512100714           1   \n",
       " 16  20230616170505           2   \n",
       " 17  20230526161918           2   \n",
       " 18  20230616103414           2   \n",
       " 19  20230612091454           2   \n",
       " 20  20230617113057           1   \n",
       " 21  20230428094355           2   \n",
       " 22  20230616164815           2   \n",
       " 23  20230607104255           2   \n",
       " 24  20230617113057           1   \n",
       " 25  20230608113029           1   \n",
       " 26  20230616094724           2   \n",
       " 27  20230605153607           2   \n",
       " 28  20230616095606           2   \n",
       " 29  20230518100816           1   \n",
       " 30  20230529164915           2   \n",
       " 31  20230529095540           1   \n",
       " 32  20230529164915           2   \n",
       " 33  20230130143941           2   \n",
       " 34  20230617113057           1   \n",
       " 35  20230615091241           2   \n",
       " 36  20230202113230           2   \n",
       " 37  20230616111331           1   \n",
       " 38  20230427172741           2   \n",
       " 39  20230617110750           2   \n",
       " \n",
       "                                            job.title  job.topJob  ...  \\\n",
       " 0                                             PM产品经理       False  ...   \n",
       " 1                                             PM产品经理       False  ...   \n",
       " 2                                       功率器件产品经理(PM)       False  ...   \n",
       " 3                                      产品经理PM（互联网医疗）       False  ...   \n",
       " 4                            PM Originals FTW 鞋类产品经理       False  ...   \n",
       " 5                               Product Manager 产品经理       False  ...   \n",
       " 6   一次性产品经理/专员 Single Use Product Manager/Specialist       False  ...   \n",
       " 7                               Product Manager/产品经理       False  ...   \n",
       " 8                                           产品线经理/PM       False  ...   \n",
       " 9             Product Manager - China (产品经理 着急 汽车行业)       False  ...   \n",
       " 10                              Product Manager/产品经理       False  ...   \n",
       " 11                          Product Manager 产品经理 猪产品       False  ...   \n",
       " 12                              产品经理（外科类产品）- PM - 上海       False  ...   \n",
       " 13               产品经理  Product Manager_Cosmetic Lens       False  ...   \n",
       " 14                   Product Manager 产品经理 (MJ000138)       False  ...   \n",
       " 15                          高级产品经理Sr.Product Manager       False  ...   \n",
       " 16                           Product Manager-AE/产品经理       False  ...   \n",
       " 17                              Product Manager 产品经理       False  ...   \n",
       " 18                          产品经理（化妆品）Product Manager       False  ...   \n",
       " 19                                        产品经理PM（上海）       False  ...   \n",
       " 20                  亚太区产品经理APAC Product Manager-工业涂料       False  ...   \n",
       " 21        Automotive MCU Product Manager (汽车MCU产品经理)       False  ...   \n",
       " 22                              产品经理 Product Manager       False  ...   \n",
       " 23                              Product Manager 产品经理       False  ...   \n",
       " 24                  亚太区产品经理APAC Product Manager-工业涂料       False  ...   \n",
       " 25                    产品经理Product Manager-外资轻农业/园林工具       False  ...   \n",
       " 26                             市场产品经理Product Manager       False  ...   \n",
       " 27                                      肝病药品市场产品经理PM       False  ...   \n",
       " 28                                     产品经理PM——肿瘤新产品       False  ...   \n",
       " 29                                          产品线经理/PM       False  ...   \n",
       " 30                                         PM产品经理-瑞萨       False  ...   \n",
       " 31                         产品线经理/PM（主要负责市场推广、市场业务方向）       False  ...   \n",
       " 32                                            PM产品经理       False  ...   \n",
       " 33                                            PM产品经理       False  ...   \n",
       " 34                  亚太区产品经理APAC Product Manager-工业涂料       False  ...   \n",
       " 35                              产品经理 Product Manager       False  ...   \n",
       " 36                             产品经理/ Product manager       False  ...   \n",
       " 37                  产品经理 Product Manager - 新能源，电驱动相关       False  ...   \n",
       " 38                                            PM产品经理       False  ...   \n",
       " 39        Functional Safety Product Manager 功能安全产品经理       False  ...   \n",
       " \n",
       "                              recruiter.recruiterTitle  \\\n",
       " 0                                                  采购   \n",
       " 1                                                人事经理   \n",
       " 2                                                  HR   \n",
       " 3                                                人事经理   \n",
       " 4                Senior Talent Acquisition Specialist   \n",
       " 5                                                       \n",
       " 6                                                招聘经理   \n",
       " 7                                         人才招聘与发展高级经理   \n",
       " 8                                                猎头顾问   \n",
       " 9                                                招聘经理   \n",
       " 10                                               HRBP   \n",
       " 11                                                      \n",
       " 12                                             人力资源专员   \n",
       " 13                                                 HR   \n",
       " 14                                             人力资源专员   \n",
       " 15                                               猎头顾问   \n",
       " 16                                             寻访员(R)   \n",
       " 17                               Associate TA Manager   \n",
       " 18                                             人力资源总监   \n",
       " 19                                            人力资源部经理   \n",
       " 20                                               猎头顾问   \n",
       " 21  MCU SOC architecture/application/validation ma...   \n",
       " 22                                               招聘专员   \n",
       " 23                                                 HR   \n",
       " 24                                               猎头顾问   \n",
       " 25                                               猎头顾问   \n",
       " 26          Talent Acquisition Sr. Recruiter 高级招聘合作伙伴   \n",
       " 27                                              招聘负责人   \n",
       " 28                                              招聘负责人   \n",
       " 29                                               猎头顾问   \n",
       " 30                                               HRBP   \n",
       " 31                                               猎头顾问   \n",
       " 32                                               HRBP   \n",
       " 33                                               智能驾驶   \n",
       " 34                                               猎头顾问   \n",
       " 35                                China HR Generalist   \n",
       " 36                                               招聘专员   \n",
       " 37                                               猎头顾问   \n",
       " 38                                               HRBP   \n",
       " 39                                                      \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   a97b41a805dcf1ad23c8e5e213c360bf   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 1   4d9e0e6fbc6fa5875f65f7ed74b5a5d1   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 2   674ca735578b92e0d367d57e3eb84691   618b90e1c5468f0d1c11b05b02u.png   \n",
       " 3   6530116bec8b08f61432c5cf8b1c233e   568f5ecd45cef7ae63c56cfa06a.jpg   \n",
       " 4   d0f015e519185fb75e2e1ac9a866f10f   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5   fd04ef0ff4c5c41310b20046d5499a54   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   0d85c51b828c1d0571bad882446e0bf6   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 7   59dc0d426de8c22823bdfdb892654c1b   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 8   ad5fe5975a689f739b8c4e883d77568a  637c1e11b022af187d0293c801u.jpeg   \n",
       " 9   e96410350c597c1946cb59ea0e5de067   5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 10  a075019c420338ad6be6623053ae38a7   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11  fd04ef0ff4c5c41310b20046d5499a54   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 12  bcc35693c7c37b56339994ebfa8519d7   5b061a1c8e50ad6e603e61d904a.jpg   \n",
       " 13  cba1c3867b3b7593f0b2deff251ec2ac   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 14  62051ecd1f0e7f6bfa0ad34e9d40b767   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 15  622388f876cba1107f3d7b2839223aa7   6347f22b791f5e1f642a503605u.png   \n",
       " 16  c65984587321652b6d9099aec7d4274b   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 17  041fb2ce34bf30e46c8e11cda6d66ba7   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 18  3d1858d38592cd7de25069076ea00c3a   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19  2acba19ee675978d28542e6a7fc6332b   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 20  1d9f8515b7feaa6d81d7ddc6146b913a   62cd19c625b5ea398bf7ef4103u.png   \n",
       " 21  26bf2eee443752921e0aba7fd991e895   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 22  268caa810699f803ecac876dd5357e56   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 23  e92722c9aa6a22e7d035e5ce6f18d5e8   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 24  1d9f8515b7feaa6d81d7ddc6146b913a   62cd19c625b5ea398bf7ef4103u.png   \n",
       " 25  7203d9ce93f29ce86ae11596d71ab26c   5f2fbf0030c37c3d011c204907u.png   \n",
       " 26  d94167b965f55737e38acb62f9aa4542   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 27  2fdb4cf01381b54ea841c592d883ec3b   5f8f986aea60860b75384fab08u.jpg   \n",
       " 28  2fdb4cf01381b54ea841c592d883ec3b   5f8f986aea60860b75384fab08u.jpg   \n",
       " 29  d2fdcf2c397f7f9b7e13c5ef8c7fbda2  63059fb1e6e95329eaa0359102u.jpeg   \n",
       " 30  8aa92dd412eb06e46a7c8b874d26147b   5fffedb3c95fba5858c5013505u.png   \n",
       " 31  d829f1b1cfb3b93f055d6e7d7ed10816   6486686dd53243629347602a06u.png   \n",
       " 32  8aa92dd412eb06e46a7c8b874d26147b   5fffedb3c95fba5858c5013505u.png   \n",
       " 33  d089448ff7655c361c950946f907a2c0   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 34  1d9f8515b7feaa6d81d7ddc6146b913a   62cd19c625b5ea398bf7ef4103u.png   \n",
       " 35  a2740a388f39d5e7c0597bad0ddd8043   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 36  dc4af6fcc811d9c1278618ea610aceca   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 37  9d2c4ce6b430ed4c4e3126ec44d81458   5b3f14618e5068430d850d2804a.jpg   \n",
       " 38  fd12acdf1a74ca594bfe91236bd2d7f1   63461194b231a360aab36f1104u.png   \n",
       " 39  00aa566bc9ec91d34b52db8fb41a91ae   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " \n",
       "               comp.compName                    comp.compLogo comp.compScale  \\\n",
       " 0                上海联巨科技有限公司  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       " 1                上海联巨科技有限公司  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       " 2             上海功成半导体科技有限公司  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       " 3                        富吉  5bfea29574719d2aa34c60b003a.png       100-499人   \n",
       " 4                    adidas  5f606523ea60860b75204c8606u.png     1000-2000人   \n",
       " 5     诗华诺康科技发展(北京)有限公司上海分公司  5f854d04ea60860b753344a505u.png       100-499人   \n",
       " 6          创寻企业管理咨询(上海)有限公司  60db08dab1c2fb475162e63e02u.png       100-499人   \n",
       " 7                  富士胶片商业创新  607011589d2c1d5324f9c1f203u.png    5000-10000人   \n",
       " 8          某上海电子/半导体/集成电路公司  60e2fe0bf3df194a3c48adb502u.png          1-49人   \n",
       " 9             菲斯科(上海)汽车有限公司  61b07937d0458d53c627567e02u.jpg       500-999人   \n",
       " 10        泰明顿摩擦材料技术(上海)有限公司  63241c2e2adb5a503435ce9101u.png       100-499人   \n",
       " 11    诗华诺康科技发展(北京)有限公司上海分公司  5f854d04ea60860b753344a505u.png       100-499人   \n",
       " 12                      泰利福  5bfe9eca74719d2aa34ba4b203a.png       100-499人   \n",
       " 13            博士伦(上海)贸易有限公司  5ed9b05a15b5366045d1d96d03u.png     1000-2000人   \n",
       " 14                    维宁尔中国  5bfe9ab374719df0ac99e1c003a.png    5000-10000人   \n",
       " 15                  某外资诊断公司  60e2fe0bf3df194a3c48adb502u.png    5000-10000人   \n",
       " 16        上海博世力士乐液压及自动化有限公司  625d3ebe83bdfa584a3818e102u.png       500-999人   \n",
       " 17                       雅培  636a177e3d62425ede9b7a9607u.png     2000-5000人   \n",
       " 18                  AHAVA中国  635b94353d62425ede9ac79903u.png       100-499人   \n",
       " 19           武汉力源信息技术股份有限公司  5bfe905574719d35745a9dd303a.png     1000-2000人   \n",
       " 20                某上海大型石化公司  60e2fe0bf3df194a3c48adb502u.png    5000-10000人   \n",
       " 21  思瑞浦微电子科技(苏州)股份有限公司上海分公司  63760a0d8d2ab127fab3aea205u.png       500-999人   \n",
       " 22                     缆普集团  5b5965cf8e508f32d97ccf5604a.jpg       100-499人   \n",
       " 23          马瑞利国际贸易(上海)有限公司  61b07937d0458d53c627567e02u.jpg     1000-2000人   \n",
       " 24              某上海大型石油化工公司  60e2fe0bf3df194a3c48adb502u.png     2000-5000人   \n",
       " 25               某国内机械/设备公司  60e2fe0bf3df194a3c48adb502u.png       100-499人   \n",
       " 26          科医人激光科技(北京)有限公司  61baa71064e3ed6fddf9a52401u.png       100-499人   \n",
       " 27             苏州亿腾药品销售有限公司  5f72e0daea60860b752d188202u.png     1000-2000人   \n",
       " 28             苏州亿腾药品销售有限公司  5f72e0daea60860b752d188202u.png     1000-2000人   \n",
       " 29         某上海电子/半导体/集成电路公司  60e2fe0bf3df194a3c48adb502u.png          1-49人   \n",
       " 30               杭州宇晔科技有限公司  5bfea32574719d2aa34c7baa03a.png       100-499人   \n",
       " 31         某上海电子/半导体/集成电路公司  60e2fe0bf3df194a3c48adb502u.png          1-49人   \n",
       " 32               杭州宇晔科技有限公司  5bfea32574719d2aa34c7baa03a.png       100-499人   \n",
       " 33                     扬杰科技  5bfe98f774719df0ac998a9403a.png     1000-2000人   \n",
       " 34              某上海大型石油化工公司  60e2fe0bf3df194a3c48adb502u.png     2000-5000人   \n",
       " 35           巴鲁夫自动化(上海)有限公司  5bfe9ea274719d2aa34b9cf103a.png       100-499人   \n",
       " 36                      WPG  63885ecbf021873656dbd16d08u.png    5000-10000人   \n",
       " 37                    某知名公司  60e2fe0bf3df194a3c48adb502u.png          1-49人   \n",
       " 38           上海奎芯集成电路设计有限公司  616d23ecaa686678fa359dc907u.png         50-99人   \n",
       " 39                     必维集团  59a3d5bf70325ec22ee5823006a.jpg    5000-10000人   \n",
       " \n",
       "    comp.compId  comp.compIndustry                                 comp.link  \\\n",
       " 0   13116505.0        电子/半导体/集成电路  https://www.liepin.com/company/13116505/   \n",
       " 1   13116505.0        电子/半导体/集成电路  https://www.liepin.com/company/13116505/   \n",
       " 2   12922827.0        电子/半导体/集成电路  https://www.liepin.com/company/12922827/   \n",
       " 3    8340748.0               医疗器械   https://www.liepin.com/company/8340748/   \n",
       " 4      37709.0              批发/零售     https://www.liepin.com/company/37709/   \n",
       " 5   12392097.0                 制药  https://www.liepin.com/company/12392097/   \n",
       " 6   12761835.0             专业技术服务  https://www.liepin.com/company/12761835/   \n",
       " 7    4355054.0            办公用品/设备   https://www.liepin.com/company/4355054/   \n",
       " 8          NaN        电子/半导体/集成电路                                             \n",
       " 9   13324849.0              新能源汽车  https://www.liepin.com/company/13324849/   \n",
       " 10   8902772.0           汽车零部件及配件   https://www.liepin.com/company/8902772/   \n",
       " 11  12392097.0                 制药  https://www.liepin.com/company/12392097/   \n",
       " 12   8078089.0               医疗器械   https://www.liepin.com/company/8078089/   \n",
       " 13   9409311.0                 制药   https://www.liepin.com/company/9409311/   \n",
       " 14   4411749.0               人工智能   https://www.liepin.com/company/4411749/   \n",
       " 15         NaN            制药/生物工程                                             \n",
       " 16   8509625.0              机械/设备   https://www.liepin.com/company/8509625/   \n",
       " 17   3056331.0               医疗器械   https://www.liepin.com/company/3056331/   \n",
       " 18  12617377.0                 日化  https://www.liepin.com/company/12617377/   \n",
       " 19   8024307.0        电子/半导体/集成电路   https://www.liepin.com/company/8024307/   \n",
       " 20         NaN                 石化                                             \n",
       " 21   9138928.0        电子/半导体/集成电路   https://www.liepin.com/company/9138928/   \n",
       " 22   8632846.0            电气机械/器材   https://www.liepin.com/company/8632846/   \n",
       " 23   9143188.0               整车制造   https://www.liepin.com/company/9143188/   \n",
       " 24         NaN                 石化                                             \n",
       " 25         NaN              机械/设备                                             \n",
       " 26  12954387.0               医疗器械  https://www.liepin.com/company/12954387/   \n",
       " 27  10087511.0                 制药  https://www.liepin.com/company/10087511/   \n",
       " 28  10087511.0                 制药  https://www.liepin.com/company/10087511/   \n",
       " 29         NaN        电子/半导体/集成电路                                             \n",
       " 30   8848277.0        电子/半导体/集成电路   https://www.liepin.com/company/8848277/   \n",
       " 31         NaN        电子/半导体/集成电路                                             \n",
       " 32   8848277.0        电子/半导体/集成电路   https://www.liepin.com/company/8848277/   \n",
       " 33   7881547.0        电子/半导体/集成电路   https://www.liepin.com/company/7881547/   \n",
       " 34         NaN                 石化                                             \n",
       " 35   9333279.0            电气机械/器材   https://www.liepin.com/company/9333279/   \n",
       " 36   7899569.0        电子/半导体/集成电路   https://www.liepin.com/company/7899569/   \n",
       " 37         NaN               咨询服务                                             \n",
       " 38  12950047.0        电子/半导体/集成电路  https://www.liepin.com/company/12950047/   \n",
       " 39   9294742.0              检测/认证   https://www.liepin.com/company/9294742/   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1             NaN  \n",
       " 2           融资未公开  \n",
       " 3             NaN  \n",
       " 4             NaN  \n",
       " 5           融资未公开  \n",
       " 6             NaN  \n",
       " 7             NaN  \n",
       " 8           融资未公开  \n",
       " 9             NaN  \n",
       " 10          融资未公开  \n",
       " 11          融资未公开  \n",
       " 12            NaN  \n",
       " 13            NaN  \n",
       " 14            NaN  \n",
       " 15          融资未公开  \n",
       " 16            NaN  \n",
       " 17            NaN  \n",
       " 18            NaN  \n",
       " 19         沪深A股上市  \n",
       " 20          融资未公开  \n",
       " 21            NaN  \n",
       " 22            NaN  \n",
       " 23            NaN  \n",
       " 24          融资未公开  \n",
       " 25          融资未公开  \n",
       " 26            NaN  \n",
       " 27            NaN  \n",
       " 28            NaN  \n",
       " 29          融资未公开  \n",
       " 30            NaN  \n",
       " 31          融资未公开  \n",
       " 32            NaN  \n",
       " 33         沪深A股上市  \n",
       " 34          融资未公开  \n",
       " 35            NaN  \n",
       " 36            NaN  \n",
       " 37            NaN  \n",
       " 38            NaN  \n",
       " 39            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
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       " 30  {\"imId\":\"d88dc0c146473f3d98d2351c2920e108\",\"im...   \n",
       " 31  {\"imId\":\"d3cf4c5bad24fd7beb6a758dd3c4fa9c\",\"im...   \n",
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       " 36  {\"imId\":\"d62a00fbc1c75c7450484ed2ccee87d4\",\"im...   \n",
       " 37  {\"imId\":\"537ed57d5fd222add3a0457e92ea9bdb\",\"im...   \n",
       " 38  {\"imId\":\"cc71b869cdbe433c1b4fb320fc878e26\",\"im...   \n",
       " 39  {\"imId\":\"d88dc0c146473f3d98d2351c2920e108\",\"im...   \n",
       " \n",
       "                                            job.labels  job.salary   job.dq  \\\n",
       " 0                                                  []        薪资面议       上海   \n",
       " 1                                                  []        薪资面议       上海   \n",
       " 2                                            [office]  25-35k·13薪       上海   \n",
       " 3                                         [产品线经理, PM]  15-20k·15薪   上海-徐汇区   \n",
       " 4                                                  []  18-23k·13薪   上海-嘉定区   \n",
       " 5                                                  []      20-28k       上海   \n",
       " 6                       [电子元器件, 区域销售, to B, 电子/通信/硬件]      12-20k   上海-闵行区   \n",
       " 7   [市场推广, 电子/通信/硬件, 汽车行业, 含销售性质, 汽车电子, 电子元器件, 产品经...      10-30k   上海-杨浦区   \n",
       " 8                                        [市场洞察, 客户管理]      13-16k  上海-浦东新区   \n",
       " 9                                              [DASH]      25-30k   上海-长宁区   \n",
       " 10                                                 []        薪资面议   上海-闵行区   \n",
       " 11                                        [市场拓展, KOL]      10-15k   上海-黄浦区   \n",
       " 12                                       [销售管理, 市场洞察]  18-30k·15薪   上海-长宁区   \n",
       " 13  [硬件行业, 计算机硬件, 客户管理, 销售管理, 团队管理, 市场洞察, 渠道销售, to...  10-15k·13薪   上海-闵行区   \n",
       " 14                                       [市场洞察, 客户管理]  20-25k·15薪   上海-青浦区   \n",
       " 15                          [功率器件, 产品线管理, 需求调研, 市场调研]  25-50k·14薪  上海-浦东新区   \n",
       " 16                                                 []  25-35k·14薪   上海-长宁区   \n",
       " 17                                           [神外, 医生]  12-15k·15薪   上海-徐汇区   \n",
       " 18                                                 []  10-15k·13薪       上海   \n",
       " 19                                       [市场推广, 市场运营]  15-25k·17薪  上海-浦东新区   \n",
       " 20   [活动策划, 市场推广, 市场营销, 品牌推广, 市场调研分析, 营销活动, 广告/传媒/文化]      25-40k   上海-闵行区   \n",
       " 21                                                 []      25-45k   上海-闵行区   \n",
       " 22                                             [产品运营]      25-55k   上海-闵行区   \n",
       " 23                                                 []        薪资面议   上海-黄浦区   \n",
       " 24                                                 []  60-70k·14薪       上海   \n",
       " 25                                                 []      30-60k   上海-长宁区   \n",
       " 26                         [市场营销, 竞品分析, 市场调研分析, 市场策划]      15-30k   上海-黄浦区   \n",
       " 27                                                 []      40-55k       上海   \n",
       " 28                                                 []      20-40k   上海-静安区   \n",
       " 29                                                 []  30-35k·13薪       上海   \n",
       " 30                                                 []       8-12k       上海   \n",
       " 31  [直播/视频产品, 客户端产品, 游戏行业, 区块链, 直播, 云计算, to B, 电子产...      40-60k   上海-黄浦区   \n",
       " 32   [用户故事, user story, 产品管理, 数据分析, product delivery]  20-30k·13薪   上海-长宁区   \n",
       " 33                                                 []        薪资面议       上海   \n",
       " 34                                   [Robotaxi, 产品经理]      30-50k   上海-徐汇区   \n",
       " 35                                                 []  12-15k·13薪   上海-徐汇区   \n",
       " 36                                                 []  28-30k·14薪       上海   \n",
       " 37                                                 []      40-50k  上海-浦东新区   \n",
       " 38                                   [餐饮SaaS, 海外SaaS]  40-60k·15薪   上海-杨浦区   \n",
       " 39                                             [竞品分析]      18-30k       上海   \n",
       " \n",
       "    job.jobId job.refreshTime job.jobKind  \\\n",
       " 0   58700175  20230519170723           2   \n",
       " 1   44449915  20230510100400           2   \n",
       " 2   45793349  20230504185339           1   \n",
       " 3   52994505  20230510175040           2   \n",
       " 4   55646209  20230131094137           2   \n",
       " 5   32427217  20210703115319           2   \n",
       " 6   45774829  20230504142813           1   \n",
       " 7   53336295  20230614101239           2   \n",
       " 8   54246863  20230119181403           2   \n",
       " 9   38521195  20220307172137           2   \n",
       " 10  52983181  20221012112404           2   \n",
       " 11  19489795  20230616115231           2   \n",
       " 12  45888137  20220615155454           2   \n",
       " 13  43132695  20220630115950           2   \n",
       " 14  40963769  20210712170029           2   \n",
       " 15  55569691  20230615120053           2   \n",
       " 16  54147815  20230304030257           2   \n",
       " 17  58215523  20230428143658           2   \n",
       " 18  44996125  20211207171330           2   \n",
       " 19  54314549  20230617103102           2   \n",
       " 20  55254061  20230614091129           2   \n",
       " 21  57377491  20230606014511           2   \n",
       " 22  57077959  20230325014304           2   \n",
       " 23  59020399  20230616151907           2   \n",
       " 24  44622791  20230608092347           1   \n",
       " 25  57681263  20230612170458           2   \n",
       " 26  52831393  20220926182919           2   \n",
       " 27  45308047  20230613084952           1   \n",
       " 28  55958021  20230209122814           2   \n",
       " 29  55416707  20230608151444           2   \n",
       " 30  12233116  20230607102714           2   \n",
       " 31  54833881  20221206205954           2   \n",
       " 32  42807241  20230608151444           2   \n",
       " 33  55416673  20230608151444           2   \n",
       " 34  45724091  20230428151938           1   \n",
       " 35  47683045  20220303141219           2   \n",
       " 36  46534847  20230529220741           1   \n",
       " 37  58973457  20230531104122           2   \n",
       " 38  58618069  20230517120551           2   \n",
       " 39  23464815  20230607102714           2   \n",
       " \n",
       "                                             job.title  job.topJob  ...  \\\n",
       " 0                       PM Outdoor Apparel 服装产品经理（户外）       False  ...   \n",
       " 1                           Product Manager 产品经理 猪事业部       False  ...   \n",
       " 2                                              产品经理PM       False  ...   \n",
       " 3                                             产品线经理PM       False  ...   \n",
       " 4   产品经理（燃料电池测试台架设计，机械方向）Product Manager –  Testin...       False  ...   \n",
       " 5                                      医药市场产品经理PM——肿瘤       False  ...   \n",
       " 6                                            PM（产品经理）       False  ...   \n",
       " 7                                              产品经理PM       False  ...   \n",
       " 8              Assistant Product Manager 助理产品经理 （PCR）       False  ...   \n",
       " 9                     Data Product Manager / 数据分析产品经理       False  ...   \n",
       " 10                               Product Manager 产品经理       False  ...   \n",
       " 11                               产品经理 Product Manager       False  ...   \n",
       " 12                                     产品经理/PM（电子元器件）       False  ...   \n",
       " 13                                产品销售经理(Sales PM)-上海       False  ...   \n",
       " 14                               产品经理 Product Manager       False  ...   \n",
       " 15                                           产品市场经理PM       False  ...   \n",
       " 16                      产品经理Product Marketing Manager       False  ...   \n",
       " 17                     神外产品销售经理 Product Sales Manager       False  ...   \n",
       " 18          Electronics/IoT Product Manager/（物联网产品）经理       False  ...   \n",
       " 19                                    PM/FSDM 产品/市场经理       False  ...   \n",
       " 20                   产品市场经理/Product Marketing Manager       False  ...   \n",
       " 21   Product Marketing Manager, Creative  产品营销经理-创意方向       False  ...   \n",
       " 22  Global Product Marketing Manager, Lead Ads  国际...       False  ...   \n",
       " 23                   Product Marketing Manager 产品市场经理       False  ...   \n",
       " 24             Product Communication Manager 产品传播经理()       False  ...   \n",
       " 25                  产品市场经理（Product Marketing Manager）       False  ...   \n",
       " 26       产品营销经理（Product Marketing Manager） (MJ000139)       False  ...   \n",
       " 27            Product Growth Strategy Manager（产品管理经理）       False  ...   \n",
       " 28                             (Ass.) Product Manager       False  ...   \n",
       " 29                                 Sr Product Manager       False  ...   \n",
       " 30                                     LED光源/灯具产品经理助理       False  ...   \n",
       " 31                                             资深产品经理       False  ...   \n",
       " 32                                    Product Manager       False  ...   \n",
       " 33                                    Product Manager       False  ...   \n",
       " 34                           Robotaxi Product Manager       False  ...   \n",
       " 35                                          汽车后市场产品经理       False  ...   \n",
       " 36                                            阿里云产品经理       False  ...   \n",
       " 37                              企业产品经理（Microsoft 365）       False  ...   \n",
       " 38                                  餐饮SaaS-海外SaaS产品经理       False  ...   \n",
       " 39                                        LED户外灯具产品经理       False  ...   \n",
       " \n",
       "                 recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       " 0   Senior Talent Acquisition Specialist  d0f015e519185fb75e2e1ac9a866f10f   \n",
       " 1                            亚太区人力资源业务伙伴  e7611b8c2c45b52d4dc4182e8f79f06a   \n",
       " 2                                   猎头顾问  6121ad473b61e81123a2139935b7d687   \n",
       " 3                                     人事  af1b86a7a9cd2509d3c5b463a94fcabc   \n",
       " 4                              Recruiter  41b31e2dfbd4fd252b1e9387a914b865   \n",
       " 5                                 商业团队招聘  ed5440bbc6057acd1e0a2812a1bfc18a   \n",
       " 6                                   猎头顾问  6a641ad0928192fe9fa57737d2796465   \n",
       " 7                                   人事专员  705b86344f4f6ddaff0fa54675298cba   \n",
       " 8                     Talent Acquisition  87d45da341e20b2f30c99f311f2eb684   \n",
       " 9                                   HRBP  8863310ed38ea658072477033b9b331e   \n",
       " 10                                  人事经理  9d40173b6e26999e0230576327475e6d   \n",
       " 11                      Senior HRBP, AVP  271c8365325e03badba1f2d9761a0320   \n",
       " 12                                人力资源经理  ebb56458f2d33493640a1316acf5f0a2   \n",
       " 13                                    HR  5e7ba62f3bf1edd7f5db6538ffa2c83a   \n",
       " 14                                  市场经理  b8efd8afb5bcd3ffee120ce7347afa91   \n",
       " 15                                  招聘经理  bd5c2dca58ddd883d46127f7679b2962   \n",
       " 16                                    TA  a288a7bbb5882c6ea4ea62741e3605f5   \n",
       " 17                                人力资源专员  5445ba45a2189a2b1a078f176245fc3b   \n",
       " 18                             Senior TA  bddd915877074d8e6ca1bfe60bbf7a7d   \n",
       " 19                            TA Manager  4511a37275a8cd2a831ba4c01c12b759   \n",
       " 20                                  人事经理  6f0bd218f0296fcb1f6ecd2ab4c06816   \n",
       " 21                                    HR  37a9197144eb7b01ddc40fcf5cc67020   \n",
       " 22                                    HR  37a9197144eb7b01ddc40fcf5cc67020   \n",
       " 23        Sr. Talent Acquisition Partner  2c347ad23b017c5259044d0fb61b63e7   \n",
       " 24                                  猎头顾问  49d1426d4e4e0f5994c603b19ea921b1   \n",
       " 25                                    HR  20f0fb5ed0438513ea3b71d942da30e4   \n",
       " 26                                  HRBP  91b1758aa847f9f9fd2e6c0545152176   \n",
       " 27                                  猎头顾问  357f3e855e53fb6bc4b64eb67ea47a12   \n",
       " 28                              高级人力资源经理  41d508523b2f8b58fcc3c4b8c653345d   \n",
       " 29                             Recruiter  8ab31f74217d060cae7d42448cc27472   \n",
       " 30                                        b54a62fc7da9462f7f0269723ecc3bae   \n",
       " 31                                    HR  04a70fa93da1a54622296c2362666bc3   \n",
       " 32                             Recruiter  8ab31f74217d060cae7d42448cc27472   \n",
       " 33                             Recruiter  8ab31f74217d060cae7d42448cc27472   \n",
       " 34                                  猎头顾问  2364ffa7587e1c2c894e14af0da3a1fc   \n",
       " 35                                高级招聘主管  2e6947ba3908753415a5ac2c5df49c6f   \n",
       " 36                                  猎头顾问  99d4c85448a904225839f5a7d2f58649   \n",
       " 37         Talent Acquisition Specialist  5d9f492327569d32d74478209a321e71   \n",
       " 38                                  招聘专家  4c03e62edee4c525c9cff44c7ecf4c4f   \n",
       " 39                                        b54a62fc7da9462f7f0269723ecc3bae   \n",
       " \n",
       "             recruiter.recruiterPhoto          comp.compName  \\\n",
       " 0    5f8f98648dbe6273dcf8515508u.jpg                 adidas   \n",
       " 1    5f8f98648dbe6273dcf8515508u.jpg       诗华诺康科技发展(北京)有限公司   \n",
       " 2    5e3cd51729d83a6754476c5401u.jpg              某北京医疗设备公司   \n",
       " 3    5f8f9863f6d1ab58476f246a08u.jpg                 为鼎电子科技   \n",
       " 4    5f8f98648dbe6273dcf8515508u.jpg                    FEV   \n",
       " 5    5e9dab7f8290a17b14670ae707u.png         信达生物制药(苏州)有限公司   \n",
       " 6   6458c390f810771827c5f1db06u.jpeg            某上市大型电子科技公司   \n",
       " 7    5f8f9866dfb13a7dee342f1808u.jpg          上海紫华光电子科技有限公司   \n",
       " 8    5f8f986aea60860b75384fab08u.jpg                  珀金埃尔默   \n",
       " 9    5f8f98648dbe6273dcf8515508u.jpg       必维国际检验集团消费品服务事业部   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg        恩华特环境技术(上海)有限公司   \n",
       " 11   5f8f9863f6d1ab58476f246a08u.jpg        上海纽顿医疗美容门诊部有限公司   \n",
       " 12   5f8f9863f6d1ab58476f246a08u.jpg            深圳市法本电子有限公司   \n",
       " 13   5f8f9863f6d1ab58476f246a08u.jpg         威刚电子(上海)贸易有限公司   \n",
       " 14   5f8f9865ea60860b75384fa508u.jpg      赛比亚医疗诊断器械(上海)有限公司   \n",
       " 15   5f8f9863f6d1ab58476f246a08u.jpg                深圳尚阳通科技   \n",
       " 16   63b6845f593c695cd144011803u.png                   仙乐健康   \n",
       " 17   5f8f986aea60860b75384fab08u.jpg                 复星医药集团   \n",
       " 18   5f8f9866dfb13a7dee342f1808u.jpg    博世热力技术(北京)有限公司上海分公司   \n",
       " 19   5555bba2a3109367c31fb35e01a.jpg                   富昌电子   \n",
       " 20   5f8f9863f6d1ab58476f246a08u.jpg                智汇芯联微电子   \n",
       " 21   5f8f9868f6d1ab58476f24a008u.jpg                   字节跳动   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg                   字节跳动   \n",
       " 23   626789c57319d32d1a14333c04u.png        派安盈(广州)商务服务有限公司   \n",
       " 24   62849062afaf234b9f45e5d002u.jpg              某上海大型汽车公司   \n",
       " 25   5f8f9866dfb13a7dee342f1808u.jpg         瓴芯电子科技(无锡)有限公司   \n",
       " 26   5f8f9865ea60860b75384fa508u.jpg                   卓尔数科   \n",
       " 27   62ba65aeda3fed38cdc91fd303u.png                  某知名公司   \n",
       " 28   5f8f9865ea60860b75384fa508u.jpg        魏德米勒电联接(上海)有限公司   \n",
       " 29   5f8f9866dfb13a7dee342f1808u.jpg     励德爱思唯尔信息技术(北京)有限公司   \n",
       " 30   5f8f9865ea60860b75384fa508u.jpg           暨创电子(上海)有限公司   \n",
       " 31  638f179e3e63365ea46692ef06u.jpeg  QUANTARRANGE LABS LLC   \n",
       " 32   5f8f9866dfb13a7dee342f1808u.jpg     励德爱思唯尔信息技术(北京)有限公司   \n",
       " 33   5f8f9866dfb13a7dee342f1808u.jpg     励德爱思唯尔信息技术(北京)有限公司   \n",
       " 34   61e60ef5d01d7e32fcf0784d06u.png                某上海汽车公司   \n",
       " 35   5f8f9863f6d1ab58476f246a08u.jpg   欧立腾(北京)技术咨询有限公司上海分公司   \n",
       " 36   6445cb3121f2cb4e9b9e53a205u.png          某大型世界500强银行公司   \n",
       " 37   5f8f9865ea60860b75384fa508u.jpg       安永全球商务服务(大连)有限公司   \n",
       " 38   5f8f9866dfb13a7dee342f1808u.jpg                     美团   \n",
       " 39   5f8f9865ea60860b75384fa508u.jpg           暨创电子(上海)有限公司   \n",
       " \n",
       "                       comp.compLogo comp.compScale comp.compId  \\\n",
       " 0   5f606523ea60860b75204c8606u.png     1000-2000人     37709.0   \n",
       " 1   614ac5f4f68734382b598c8607u.png     1000-2000人  12882339.0   \n",
       " 2   60e2fe0bf3df194a3c48adb502u.png       100-499人         NaN   \n",
       " 3   6386c3b2821c6d5131108bbd01u.png          1-49人  12369865.0   \n",
       " 4   636e0fcffa2b35445eccbbd108u.png       100-499人   8555523.0   \n",
       " 5   639ae1d1f021873656dc2aa808u.png    5000-10000人   5970779.0   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png       500-999人         NaN   \n",
       " 7   61b07937d0458d53c627567e02u.jpg       100-499人  13334687.0   \n",
       " 8   5bfea4bd74719d2aa34cc7e503a.png    5000-10000人   8739545.0   \n",
       " 9   62b2d159fde68c7bcaebdc6403u.png     2000-5000人   8051531.0   \n",
       " 10  61b07937d0458d53c627567e02u.jpg          1-49人  10170015.0   \n",
       " 11  5d1ac40d3fa7ce27b2a82cc603u.jpg       100-499人   7883234.0   \n",
       " 12  62844e88e982830f0505778a03u.png       100-499人  12176661.0   \n",
       " 13  5ef2e283f3eec46a3236575e05u.jpg         50-99人   7891749.0   \n",
       " 14  636483410ce01330f847f45107u.png         50-99人  12831901.0   \n",
       " 15  610cb26290cd3a5facf5f21003u.png         50-99人  12849761.0   \n",
       " 16  5bfea40b74719d2aa34ca6b303a.png     2000-5000人   8825641.0   \n",
       " 17  5bfe9d4974719d2aa34b5ab303a.png       10000人以上   7023768.0   \n",
       " 18  5bfe9fdc74719d2aa34bda4103a.png       100-499人   8431323.0   \n",
       " 19  5bfe964574719df0ac98fd8a03a.png       500-999人   8481784.0   \n",
       " 20  5fe59d398ad5277f6ad772da07u.png          1-49人  12507669.0   \n",
       " 21  5d887b5528021708fa52b44403u.jpg       10000人以上   7863078.0   \n",
       " 22  5d887b5528021708fa52b44403u.jpg       10000人以上   7863078.0   \n",
       " 23  62aabbf452437f7bc49b332304u.png     2000-5000人   9627801.0   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png     2000-5000人         NaN   \n",
       " 25  61ea661f2ed7ca300621de1804u.png         50-99人   9584936.0   \n",
       " 26  614a9b26e18d8e45083ef77b03u.png       100-499人  12149919.0   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png       10000人以上         NaN   \n",
       " 28  6126036c689b7173139e451708u.png       500-999人   7865231.0   \n",
       " 29  6152bdf0573d7424a46f696a01u.png     2000-5000人   8485003.0   \n",
       " 30  6232e3b2e6c74923fc0c884c01u.png         50-99人   8872848.0   \n",
       " 31  61b07937d0458d53c627567e02u.jpg         50-99人  13368841.0   \n",
       " 32  6152bdf0573d7424a46f696a01u.png     2000-5000人   8485003.0   \n",
       " 33  6152bdf0573d7424a46f696a01u.png     2000-5000人   8485003.0   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png         50-99人         NaN   \n",
       " 35  5bfe976d74719df0ac9939cb03a.png     1000-2000人   3282697.0   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png    5000-10000人         NaN   \n",
       " 37  5bfe926374719d9f609a6a1b03a.png       500-999人   8806497.0   \n",
       " 38  5fe1a95455550936bbd28ea506u.png       10000人以上   2036768.0   \n",
       " 39  6232e3b2e6c74923fc0c884c01u.png         50-99人   8872848.0   \n",
       " \n",
       "     comp.compIndustry                                 comp.link comp.compStage  \n",
       " 0               批发/零售     https://www.liepin.com/company/37709/            NaN  \n",
       " 1                生物技术  https://www.liepin.com/company/12882339/            NaN  \n",
       " 2                医疗器械                                                    融资未公开  \n",
       " 3         电子/半导体/集成电路  https://www.liepin.com/company/12369865/          融资未公开  \n",
       " 4                整车制造   https://www.liepin.com/company/8555523/            NaN  \n",
       " 5                  制药   https://www.liepin.com/company/5970779/           港股上市  \n",
       " 6           电子/芯片/半导体                                                      已上市  \n",
       " 7         电子/半导体/集成电路  https://www.liepin.com/company/13334687/          融资未公开  \n",
       " 8                咨询服务   https://www.liepin.com/company/8739545/            NaN  \n",
       " 9               检测/认证   https://www.liepin.com/company/8051531/            NaN  \n",
       " 10                 环保  https://www.liepin.com/company/10170015/            NaN  \n",
       " 11               医疗机构   https://www.liepin.com/company/7883234/            NaN  \n",
       " 12        电子/半导体/集成电路  https://www.liepin.com/company/12176661/            NaN  \n",
       " 13              计算机硬件   https://www.liepin.com/company/7891749/            NaN  \n",
       " 14               医疗器械  https://www.liepin.com/company/12831901/            NaN  \n",
       " 15        电子/半导体/集成电路  https://www.liepin.com/company/12849761/            NaN  \n",
       " 16           食品/饮料/酒水   https://www.liepin.com/company/8825641/            已上市  \n",
       " 17                 制药   https://www.liepin.com/company/7023768/            已上市  \n",
       " 18              机械/设备   https://www.liepin.com/company/8431323/            NaN  \n",
       " 19        电子/半导体/集成电路   https://www.liepin.com/company/8481784/            NaN  \n",
       " 20        电子/半导体/集成电路  https://www.liepin.com/company/12507669/             A轮  \n",
       " 21                互联网   https://www.liepin.com/company/7863078/             其他  \n",
       " 22                互联网   https://www.liepin.com/company/7863078/             其他  \n",
       " 23               电子商务   https://www.liepin.com/company/9627801/           美股上市  \n",
       " 24               整车制造                                                    融资未公开  \n",
       " 25        电子/半导体/集成电路   https://www.liepin.com/company/9584936/           战略投资  \n",
       " 26             专业技术服务  https://www.liepin.com/company/12149919/            NaN  \n",
       " 27                互联网                                                    融资未公开  \n",
       " 28            电气机械/器材   https://www.liepin.com/company/7865231/          融资未公开  \n",
       " 29             新闻和出版业   https://www.liepin.com/company/8485003/            NaN  \n",
       " 30        电子/半导体/集成电路   https://www.liepin.com/company/8872848/            NaN  \n",
       " 31          IT/互联网/游戏  https://www.liepin.com/company/13368841/            NaN  \n",
       " 32             新闻和出版业   https://www.liepin.com/company/8485003/            NaN  \n",
       " 33             新闻和出版业   https://www.liepin.com/company/8485003/            NaN  \n",
       " 34               整车制造                                                    融资未公开  \n",
       " 35             专业技术服务   https://www.liepin.com/company/3282697/            NaN  \n",
       " 36                 银行                                                    不需要融资  \n",
       " 37            其他商务服务业   https://www.liepin.com/company/8806497/            NaN  \n",
       " 38                互联网   https://www.liepin.com/company/2036768/           港股上市  \n",
       " 39        电子/半导体/集成电路   https://www.liepin.com/company/8872848/            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2245464809%22%2C%22sfrom%22%...   \n",
       " 1   %7B%22jobId%22%3A%2247061795%22%2C%22sfrom%22%...   \n",
       " 2   %7B%22jobId%22%3A%2255446343%22%2C%22sfrom%22%...   \n",
       " 3   %7B%22jobId%22%3A%2255541341%22%2C%22sfrom%22%...   \n",
       " 4   %7B%22jobId%22%3A%2255541365%22%2C%22sfrom%22%...   \n",
       " 5   %7B%22jobId%22%3A%2258651155%22%2C%22sfrom%22%...   \n",
       " 6   %7B%22jobId%22%3A%2250088137%22%2C%22sfrom%22%...   \n",
       " 7   %7B%22jobId%22%3A%2213437693%22%2C%22sfrom%22%...   \n",
       " 8   %7B%22jobId%22%3A%2254690097%22%2C%22sfrom%22%...   \n",
       " 9   %7B%22jobId%22%3A%2246190517%22%2C%22sfrom%22%...   \n",
       " 10  %7B%22jobId%22%3A%2240221147%22%2C%22sfrom%22%...   \n",
       " 11  %7B%22jobId%22%3A%2250366755%22%2C%22sfrom%22%...   \n",
       " 12  %7B%22jobId%22%3A%2258705733%22%2C%22sfrom%22%...   \n",
       " 13  %7B%22jobId%22%3A%2244840677%22%2C%22sfrom%22%...   \n",
       " 14  %7B%22jobId%22%3A%2258033285%22%2C%22sfrom%22%...   \n",
       " 15  %7B%22jobId%22%3A%2253902207%22%2C%22sfrom%22%...   \n",
       " 16  %7B%22jobId%22%3A%2246927951%22%2C%22sfrom%22%...   \n",
       " 17  %7B%22jobId%22%3A%2259223575%22%2C%22sfrom%22%...   \n",
       " 18  %7B%22jobId%22%3A%2255771923%22%2C%22sfrom%22%...   \n",
       " 19  %7B%22jobId%22%3A%2253562219%22%2C%22sfrom%22%...   \n",
       " 20  %7B%22jobId%22%3A%2249517347%22%2C%22sfrom%22%...   \n",
       " 21  %7B%22jobId%22%3A%2253811171%22%2C%22sfrom%22%...   \n",
       " 22  %7B%22jobId%22%3A%2256273659%22%2C%22sfrom%22%...   \n",
       " 23  %7B%22jobId%22%3A%2255477547%22%2C%22sfrom%22%...   \n",
       " 24  %7B%22jobId%22%3A%2231358645%22%2C%22sfrom%22%...   \n",
       " 25  %7B%22jobId%22%3A%2247176019%22%2C%22sfrom%22%...   \n",
       " 26  %7B%22jobId%22%3A%2247795509%22%2C%22sfrom%22%...   \n",
       " 27  %7B%22jobId%22%3A%2255140451%22%2C%22sfrom%22%...   \n",
       " 28  %7B%22jobId%22%3A%2246499323%22%2C%22sfrom%22%...   \n",
       " 29  %7B%22jobId%22%3A%2252021597%22%2C%22sfrom%22%...   \n",
       " 30  %7B%22jobId%22%3A%2258169869%22%2C%22sfrom%22%...   \n",
       " 31  %7B%22jobId%22%3A%2246700757%22%2C%22sfrom%22%...   \n",
       " 32  %7B%22jobId%22%3A%2247061651%22%2C%22sfrom%22%...   \n",
       " 33  %7B%22jobId%22%3A%2245554549%22%2C%22sfrom%22%...   \n",
       " 34  %7B%22jobId%22%3A%2258335717%22%2C%22sfrom%22%...   \n",
       " 35  %7B%22jobId%22%3A%2255586907%22%2C%22sfrom%22%...   \n",
       " 36  %7B%22jobId%22%3A%2258877251%22%2C%22sfrom%22%...   \n",
       " 37  %7B%22jobId%22%3A%2256358837%22%2C%22sfrom%22%...   \n",
       " 38  %7B%22jobId%22%3A%2259162045%22%2C%22sfrom%22%...   \n",
       " 39  %7B%22jobId%22%3A%2258630433%22%2C%22sfrom%22%...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"45464809\",\"imId\":\"5d82c331445ed96b97...   \n",
       " 1   {\"jobId\":\"47061795\",\"imId\":\"7610660df8f8818533...   \n",
       " 2   {\"jobId\":\"55446343\",\"imId\":\"adf5fee457a4064d6f...   \n",
       " 3   {\"jobId\":\"55541341\",\"imId\":\"d88dc0c146473f3d98...   \n",
       " 4   {\"jobId\":\"55541365\",\"imId\":\"d88dc0c146473f3d98...   \n",
       " 5   {\"jobId\":\"58651155\",\"imId\":\"a20a1ccda89f1409fb...   \n",
       " 6   {\"jobId\":\"50088137\",\"imId\":\"a20a1ccda89f1409fb...   \n",
       " 7   {\"jobId\":\"13437693\",\"imId\":\"6551bbeff2f0d2fce4...   \n",
       " 8   {\"jobId\":\"54690097\",\"imId\":\"d66f295a957a5a13c0...   \n",
       " 9   {\"jobId\":\"46190517\",\"imId\":\"8f570e30dbbba5d5ac...   \n",
       " 10  {\"jobId\":\"40221147\",\"imId\":\"c83b813e046c33ca16...   \n",
       " 11  {\"jobId\":\"50366755\",\"imId\":\"03de52cf2293ba35c1...   \n",
       " 12  {\"jobId\":\"58705733\",\"imId\":\"569cc60171d6e58999...   \n",
       " 13  {\"jobId\":\"44840677\",\"imId\":\"1cb4a8e3f8019ccd29...   \n",
       " 14  {\"jobId\":\"58033285\",\"imId\":\"c41ff056057a1e20dc...   \n",
       " 15  {\"jobId\":\"53902207\",\"imId\":\"ba82acbb6958c4cd40...   \n",
       " 16  {\"jobId\":\"46927951\",\"imId\":\"0e5202606fc1ba4ca4...   \n",
       " 17  {\"jobId\":\"59223575\",\"imId\":\"1532c17b0dcadb9310...   \n",
       " 18  {\"jobId\":\"55771923\",\"imId\":\"43f7f6cdbcdba1839a...   \n",
       " 19  {\"jobId\":\"53562219\",\"imId\":\"36f715ecf1ee420f43...   \n",
       " 20  {\"jobId\":\"49517347\",\"imId\":\"0579a6997fabaaaef4...   \n",
       " 21  {\"jobId\":\"53811171\",\"imId\":\"0579a6997fabaaaef4...   \n",
       " 22  {\"jobId\":\"56273659\",\"imId\":\"e6b06e6d8941120d35...   \n",
       " 23  {\"jobId\":\"55477547\",\"imId\":\"0692b5a9eddbe99413...   \n",
       " 24  {\"jobId\":\"31358645\",\"imId\":\"262ed97428c1479f0e...   \n",
       " 25  {\"jobId\":\"47176019\",\"imId\":\"e7b65be942d9b7ddae...   \n",
       " 26  {\"jobId\":\"47795509\",\"imId\":\"78ba38f4983e933204...   \n",
       " 27  {\"jobId\":\"55140451\",\"imId\":\"83df2c7086bbf556ac...   \n",
       " 28  {\"jobId\":\"46499323\",\"imId\":\"1e82892ae34f1d2d53...   \n",
       " 29  {\"jobId\":\"52021597\",\"imId\":\"e32235f44502b0e14d...   \n",
       " 30  {\"jobId\":\"58169869\",\"imId\":\"89adf90cce1355a54f...   \n",
       " 31  {\"jobId\":\"46700757\",\"imId\":\"bb9ecd55b8d58db110...   \n",
       " 32  {\"jobId\":\"47061651\",\"imId\":\"7610660df8f8818533...   \n",
       " 33  {\"jobId\":\"45554549\",\"imId\":\"9fad1a392a12369205...   \n",
       " 34  {\"jobId\":\"58335717\",\"imId\":\"d830a9054dc0ccf777...   \n",
       " 35  {\"jobId\":\"55586907\",\"imId\":\"8d9d2aa7d6a8f8d3a1...   \n",
       " 36  {\"jobId\":\"58877251\",\"imId\":\"0fb58ad4f6e64bee69...   \n",
       " 37  {\"jobId\":\"56358837\",\"imId\":\"5c996873b63301d332...   \n",
       " 38  {\"jobId\":\"59162045\",\"imId\":\"d1d4b2ad82b8f68221...   \n",
       " 39  {\"jobId\":\"58630433\",\"imId\":\"d66f295a957a5a13c0...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                            [to B, 汽车行业, 产品规划, 团队管理]  45464809   \n",
       " 1                              [RFID, 天线, 英语口语, 产品经理]  47061795   \n",
       " 2      [定价/竞价产品, 客户端产品, 策略产品, 数据产品, 产品规划, 用户研究, 团队管理]  55446343   \n",
       " 3                           [社交产品, 供应链产品, 团队管理, 竞品分析]  55541341   \n",
       " 4                                                  []  55541365   \n",
       " 5                                   [气溶胶, 仪器设备, 硬件产品]  58651155   \n",
       " 6                                   [气溶胶, 仪器设备, 硬件产品]  50088137   \n",
       " 7                                                  []  13437693   \n",
       " 8                                 [财务产品, ERP产品, to B]  54690097   \n",
       " 9   [电商产品, CRM产品, O2O, 电子商务, 批发/零售, 消费品, to C, 小程序...  46190517   \n",
       " 10                       [能源项目管理, 海上风电, 预装式变电站, 产品经理]  40221147   \n",
       " 11  [内容产品, 策略产品, 供应链产品, 工具产品, 广告营销, to G, 产品规划, 产品...  50366755   \n",
       " 12                                       [数据产品, 招聘行业]  58705733   \n",
       " 13  [交易产品, 海外产品, 金融产品, 区块链, to C, web端产品, 移动端产品, 产...  44840677   \n",
       " 14                                       [数据产品, 技术背景]  58033285   \n",
       " 15                                 [消费品, CRM系统, 产品规划]  53902207   \n",
       " 16                             [电子/半导体/集成电路, 电子产品及配件]  46927951   \n",
       " 17                                                 []  59223575   \n",
       " 18                                       [项目管理, 接线端子]  55771923   \n",
       " 19               [产品经理 , 产品管理, 工业自动化, 工业驱动, 数控系统, 亚太]  53562219   \n",
       " 20                                                 []  49517347   \n",
       " 21                                                 []  53811171   \n",
       " 22                               [to C, to B, SaaS系统]  56273659   \n",
       " 23                        [SaaS产品, 小程序产品, 电商产品, 数据产品]  55477547   \n",
       " 24                                       [saas, 英文流利]  31358645   \n",
       " 25             [游戏行业, 游戏电竞, 游戏/体育/赛事, 英雄联盟, 手游, 拳头游戏]  47176019   \n",
       " 26                      [夹紧缸 销钉缸 , 汽车行业气动产品, 新产品研发流程]  47795509   \n",
       " 27             [需求分析, 产品规划, 产品设计, CRM产品, IT互联网, 电子商务]  55140451   \n",
       " 28  [AliCloud, 阿里云, 金融行业, 产品经理, Product Manager, 外...  46499323   \n",
       " 29                                                 []  52021597   \n",
       " 30                                                 []  58169869   \n",
       " 31                                          [云, 金融行业]  46700757   \n",
       " 32                             [产品经理, 英语口语, 天线, RFID]  47061651   \n",
       " 33                                                 []  45554549   \n",
       " 34                                                 []  58335717   \n",
       " 35                           [策略产品, 团队管理, 市场调研, 需求分析]  55586907   \n",
       " 36  [计算机软件, SaaS产品, 中台产品, 金融产品, 产品规划, 需求分析, 产品优化, ...  58877251   \n",
       " 37                                       [to B, to C]  56358837   \n",
       " 38                          [电气化, Mobility, fastener]  59162045   \n",
       " 39                 [to B, Inventory, Costing, 英文口语流利]  58630433   \n",
       " \n",
       "                                             job.title job.requireEduLevel  \\\n",
       " 0                                     B端数字化产品经理（汽车行业）                统招本科   \n",
       " 1                                          产品经理（RFID）                统招本科   \n",
       " 2                                                产品经理                  本科   \n",
       " 3                                           LED光源产品经理                  本科   \n",
       " 4                                           LED灯具产品经理                  本科   \n",
       " 5   Technical Product Manager - 气溶胶行业 Aerosol Indu...                  本科   \n",
       " 6      Technical Product Manager - Industry & Science                  本科   \n",
       " 7                                              助理产品经理                统招本科   \n",
       " 8                                 财务系统产品经理 (MJ007413)                学历不限   \n",
       " 9                Digital Product Manager （90M0116493）               本科及以上   \n",
       " 10                              产品经理-预装式变电站(51506638)                统招本科   \n",
       " 11                   Service Product Manager - MR产品升级                  本科   \n",
       " 12                              Product Manager_AA CG                学历不限   \n",
       " 13                                             高级产品经理               本科及以上   \n",
       " 14                                         产品经理-大数据平台                  硕士   \n",
       " 15                                             食品产品经理                  本科   \n",
       " 16                                               产品经理                学历不限   \n",
       " 17                             产品经理（中大型机器人）(86568119)                  本科   \n",
       " 18            Product Manager-Rail Mounted Components                统招本科   \n",
       " 19                                       数控系统产品经理（上海）                  本科   \n",
       " 20                                          产品线经理 BU3                  本科   \n",
       " 21                                           产品线经理BU3                  本科   \n",
       " 22                                 ProductManager产品经理                  本科   \n",
       " 23                             Senior Product Manager                学历不限   \n",
       " 24                                  高级产品经理 (MJ002434)                学历不限   \n",
       " 25                                     产品经理（英雄联盟电竞经理）                  本科   \n",
       " 26                                         汽车行业气动产品经理                  本科   \n",
       " 27        Senior/ Product Manager (Japanese speaking)                  本科   \n",
       " 28                                    Product Manager               本科及以上   \n",
       " 29                                          产品经理(消费品)                统招本科   \n",
       " 30                 Product Manager (Team Leader role)                统招本科   \n",
       " 31                                               产品经理                统招本科   \n",
       " 32                              Product Manager（RFID）                统招本科   \n",
       " 33                                             高级产品经理                统招本科   \n",
       " 34                                             数据产品经理                统招本科   \n",
       " 35              Product Marketing Sr. Manager（资深产品经理）                统招本科   \n",
       " 36  Senior Product Manager (PaaS product for Japan...                统招本科   \n",
       " 37                                 Product Manager-工业                统招本科   \n",
       " 38                        Product Manager- E-Mobility                统招本科   \n",
       " 39    Software Product Manager -Inventory and Costing                统招本科   \n",
       " \n",
       "                                        job.link  job.topJob  job.salary  \\\n",
       " 0       https://www.liepin.com/a/45464809.shtml       False  35-40k·16薪   \n",
       " 1       https://www.liepin.com/a/47061795.shtml       False  35-40k·15薪   \n",
       " 2   https://www.liepin.com/job/1955446343.shtml       False        薪资面议   \n",
       " 3   https://www.liepin.com/job/1955541341.shtml       False      15-25k   \n",
       " 4   https://www.liepin.com/job/1955541365.shtml       False      15-25k   \n",
       " 5   https://www.liepin.com/job/1958651155.shtml       False      25-30k   \n",
       " 6   https://www.liepin.com/job/1950088137.shtml       False      25-30k   \n",
       " 7   https://www.liepin.com/job/1913437693.shtml       False  12-20k·13薪   \n",
       " 8   https://www.liepin.com/job/1954690097.shtml       False      20-40k   \n",
       " 9       https://www.liepin.com/a/46190517.shtml       False  40-50k·14薪   \n",
       " 10  https://www.liepin.com/job/1940221147.shtml       False  25-30k·16薪   \n",
       " 11  https://www.liepin.com/job/1950366755.shtml       False        薪资面议   \n",
       " 12  https://www.liepin.com/job/1958705733.shtml       False  20-30k·15薪   \n",
       " 13      https://www.liepin.com/a/44840677.shtml       False      35-50k   \n",
       " 14  https://www.liepin.com/job/1958033285.shtml       False      50-80k   \n",
       " 15  https://www.liepin.com/job/1953902207.shtml       False      18-28k   \n",
       " 16      https://www.liepin.com/a/46927951.shtml       False      20-27k   \n",
       " 17  https://www.liepin.com/job/1959223575.shtml       False        薪资面议   \n",
       " 18  https://www.liepin.com/job/1955771923.shtml       False  20-27k·15薪   \n",
       " 19  https://www.liepin.com/job/1953562219.shtml       False      20-30k   \n",
       " 20  https://www.liepin.com/job/1949517347.shtml       False      15-30k   \n",
       " 21  https://www.liepin.com/job/1953811171.shtml       False      15-30k   \n",
       " 22  https://www.liepin.com/job/1956273659.shtml       False      20-25k   \n",
       " 23  https://www.liepin.com/job/1955477547.shtml       False      25-35k   \n",
       " 24  https://www.liepin.com/job/1931358645.shtml       False      15-30k   \n",
       " 25  https://www.liepin.com/job/1947176019.shtml       False      20-35k   \n",
       " 26  https://www.liepin.com/job/1947795509.shtml       False        薪资面议   \n",
       " 27  https://www.liepin.com/job/1955140451.shtml       False      35-55k   \n",
       " 28      https://www.liepin.com/a/46499323.shtml       False  20-28k·14薪   \n",
       " 29  https://www.liepin.com/job/1952021597.shtml       False  25-35k·13薪   \n",
       " 30  https://www.liepin.com/job/1958169869.shtml       False        薪资面议   \n",
       " 31      https://www.liepin.com/a/46700757.shtml       False  25-30k·14薪   \n",
       " 32      https://www.liepin.com/a/47061651.shtml       False  35-40k·15薪   \n",
       " 33      https://www.liepin.com/a/45554549.shtml       False  50-60k·13薪   \n",
       " 34  https://www.liepin.com/job/1958335717.shtml       False  20-27k·15薪   \n",
       " 35  https://www.liepin.com/job/1955586907.shtml       False  25-40k·14薪   \n",
       " 36  https://www.liepin.com/job/1958877251.shtml       False      18-35k   \n",
       " 37  https://www.liepin.com/job/1956358837.shtml       False  20-30k·15薪   \n",
       " 38  https://www.liepin.com/job/1959162045.shtml       False  20-35k·13薪   \n",
       " 39  https://www.liepin.com/job/1958630433.shtml       False      25-50k   \n",
       " \n",
       "      job.dq  ...          recruiter.recruiterPhoto comp.compScale  \\\n",
       " 0        上海  ...   60d95d843ff7a41662417e4c07u.jpg       10000人以上   \n",
       " 1   上海-浦东新区  ...  6477f8830fcc7a09a316469507u.jpeg       100-499人   \n",
       " 2    上海-闵行区  ...   5f8f98648dbe6273dcf8515508u.jpg          1-49人   \n",
       " 3    上海-静安区  ...   5f8f9865ea60860b75384fa508u.jpg         50-99人   \n",
       " 4    上海-静安区  ...   5f8f9865ea60860b75384fa508u.jpg         50-99人   \n",
       " 5    上海-松江区  ...   5f8f9863f6d1ab58476f246a08u.jpg          1-49人   \n",
       " 6    上海-松江区  ...   5f8f9863f6d1ab58476f246a08u.jpg          1-49人   \n",
       " 7    上海-徐汇区  ...   5f8f9865ea60860b75384fa508u.jpg       10000人以上   \n",
       " 8   上海-浦东新区  ...   5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
       " 9        上海  ...   5c7d043c87fd7d4d43acc05a01u.png       100-499人   \n",
       " 10       上海  ...   5f8f9865ea60860b75384fa508u.jpg     2000-5000人   \n",
       " 11  上海-浦东新区  ...   5f8f986779c7cc70efbf36c008u.jpg       10000人以上   \n",
       " 12       上海  ...   5b0bdecb8e50ad6e6045780704a.jpg    5000-10000人   \n",
       " 13  上海-浦东新区  ...   615030a0f9eccf716995e5d605u.jpg       10000人以上   \n",
       " 14  上海-浦东新区  ...   5f8f9866dfb13a7dee342f1808u.jpg       500-999人   \n",
       " 15       上海  ...   5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       " 16       上海  ...  62f0cfd0e9fa0e1ff4089f6007u.jpeg       500-999人   \n",
       " 17  上海-浦东新区  ...   5f8f986779c7cc70efbf36c008u.jpg       10000人以上   \n",
       " 18   上海-静安区  ...   5f8f9863f6d1ab58476f246a08u.jpg       500-999人   \n",
       " 19   上海-杨浦区  ...   5f8f986779c7cc70efbf36c008u.jpg       10000人以上   \n",
       " 20   上海-徐汇区  ...   5f8f986779c7cc70efbf36c008u.jpg       100-499人   \n",
       " 21   上海-徐汇区  ...   5f8f986779c7cc70efbf36c008u.jpg       100-499人   \n",
       " 22   上海-长宁区  ...   5f8f9866dfb13a7dee342f1808u.jpg         50-99人   \n",
       " 23       上海  ...   5f8f98648dbe6273dcf8515508u.jpg       100-499人   \n",
       " 24  上海-浦东新区  ...   5f8f9865ea60860b75384fa508u.jpg     1000-2000人   \n",
       " 25   上海-静安区  ...   5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       " 26       上海  ...   5f8f986779c7cc70efbf36c008u.jpg     1000-2000人   \n",
       " 27   上海-徐汇区  ...   6305953785fd932c0f32938702u.png       10000人以上   \n",
       " 28       上海  ...   62c1aa294188cc38b3bbe26c03u.png    5000-10000人   \n",
       " 29   上海-静安区  ...   5f8f986bdfb13a7dee342f2108u.jpg       500-999人   \n",
       " 30  上海-浦东新区  ...   5f8f986c79c7cc70efbf36c808u.jpg     1000-2000人   \n",
       " 31  上海-浦东新区  ...   619b129350abff289bd12ebb01u.png    5000-10000人   \n",
       " 32  上海-浦东新区  ...  6477f8830fcc7a09a316469507u.jpeg       100-499人   \n",
       " 33       上海  ...   61dea31d24197d7c9f662ff701u.png       10000人以上   \n",
       " 34   上海-黄浦区  ...   5f8f986bdfb13a7dee342f2108u.jpg    5000-10000人   \n",
       " 35  上海-浦东新区  ...   5f8f9863f6d1ab58476f246a08u.jpg         50-99人   \n",
       " 36       上海  ...   5f8f986c79c7cc70efbf36c808u.jpg     1000-2000人   \n",
       " 37   上海-长宁区  ...   5f8f9865ea60860b75384fa508u.jpg    5000-10000人   \n",
       " 38   上海-嘉定区  ...   5f8f986779c7cc70efbf36c008u.jpg       10000人以上   \n",
       " 39  上海-浦东新区  ...   5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
       " \n",
       "              comp.compName                                 comp.link  \\\n",
       " 0                某外资豪华汽车品牌                                             \n",
       " 1                    某知名公司                                             \n",
       " 2           埃姆硕德焊料(长兴)有限公司  https://www.liepin.com/company/13154823/   \n",
       " 3             暨创电子(上海)有限公司   https://www.liepin.com/company/8872848/   \n",
       " 4             暨创电子(上海)有限公司   https://www.liepin.com/company/8872848/   \n",
       " 5            帕剌斯仪器(上海)有限公司  https://www.liepin.com/company/13229781/   \n",
       " 6            帕剌斯仪器(上海)有限公司  https://www.liepin.com/company/13229781/   \n",
       " 7                       美标   https://www.liepin.com/company/9337411/   \n",
       " 8            特斯拉汽车（北京）有限公司   https://www.liepin.com/company/8626076/   \n",
       " 9                    某知名公司                                             \n",
       " 10            日立能源(中国)有限公司  https://www.liepin.com/company/10285519/   \n",
       " 11                  GE医疗中国    https://www.liepin.com/company/167530/   \n",
       " 12   博世汽车技术服务(中国)有限公司上海分公司   https://www.liepin.com/company/9482805/   \n",
       " 13                 某专业服务公司                                             \n",
       " 14          上海亿贝网络信息服务有限公司   https://www.liepin.com/company/7891444/   \n",
       " 15                    涓海贸易  https://www.liepin.com/company/12336599/   \n",
       " 16      某南京电子/半导体/集成电路上市公司                                             \n",
       " 17                     ABB   https://www.liepin.com/company/7889835/   \n",
       " 18         魏德米勒电联接(上海)有限公司   https://www.liepin.com/company/7865231/   \n",
       " 19                     西门子     https://www.liepin.com/company/33708/   \n",
       " 20                    润欣科技   https://www.liepin.com/company/8164187/   \n",
       " 21                    润欣科技   https://www.liepin.com/company/8164187/   \n",
       " 22            上海数佑信息科技有限公司  https://www.liepin.com/company/12590945/   \n",
       " 23         珐菲琦(上海)电子商务有限公司   https://www.liepin.com/company/9393459/   \n",
       " 24                  群核信息技术   https://www.liepin.com/company/7810920/   \n",
       " 25         俐奥特(上海)商务咨询有限公司  https://www.liepin.com/company/12890625/   \n",
       " 26                   Festo   https://www.liepin.com/company/2331746/   \n",
       " 27                      亿磐   https://www.liepin.com/company/8590893/   \n",
       " 28             某上海世界500强公司                                             \n",
       " 29                  伊莱克斯中国   https://www.liepin.com/company/8245137/   \n",
       " 30                    英国石油   https://www.liepin.com/company/8481741/   \n",
       " 31           某大型世界500强银行公司                                             \n",
       " 32                   某知名公司                                             \n",
       " 33               某上海大型制药公司                                             \n",
       " 34            Michael Page   https://www.liepin.com/company/1790705/   \n",
       " 35                 深圳尚阳通科技  https://www.liepin.com/company/12849761/   \n",
       " 36                    易保科技   https://www.liepin.com/company/8600706/   \n",
       " 37                     丹纳赫   https://www.liepin.com/company/8506529/   \n",
       " 38  Stanley Black & Decker   https://www.liepin.com/company/7880803/   \n",
       " 39           特斯拉汽车（北京）有限公司   https://www.liepin.com/company/8626076/   \n",
       " \n",
       "    comp.compStage                    comp.compLogo comp.compIndustry  \\\n",
       " 0           不需要融资  60e2fe0bf3df194a3c48adb502u.png            汽车/摩托车   \n",
       " 1              C轮  60e2fe0bf3df194a3c48adb502u.png              整车制造   \n",
       " 2             NaN  61b07937d0458d53c627567e02u.jpg                石化   \n",
       " 3             NaN  6232e3b2e6c74923fc0c884c01u.png       电子/半导体/集成电路   \n",
       " 4             NaN  6232e3b2e6c74923fc0c884c01u.png       电子/半导体/集成电路   \n",
       " 5             NaN  6397e9c675994c16b6fa87b201u.png             批发/零售   \n",
       " 6             NaN  6397e9c675994c16b6fa87b201u.png             批发/零售   \n",
       " 7             NaN  5a544d338e504f579a87780504a.jpg           房地产开发经营   \n",
       " 8             NaN  636685295f464d5d0800357c02u.png             新能源汽车   \n",
       " 9           融资未公开  60e2fe0bf3df194a3c48adb502u.png             酒店/民宿   \n",
       " 10            NaN  646c2f924931fa0d43ba416206u.png       电力/热力/燃气/水务   \n",
       " 11            NaN  63b69733aaee5468b67f6c2105u.png              医疗器械   \n",
       " 12            NaN  5d2400783fa7ce27b2afd60401u.png              整车制造   \n",
       " 13            NaN  60e2fe0bf3df194a3c48adb502u.png              咨询服务   \n",
       " 14          融资未公开  5e1d8646643e6e53a87d8bdc06u.jpg              电子商务   \n",
       " 15            NaN  6135cbd09e810004bb26216702u.png          食品/饮料/酒水   \n",
       " 16            已上市  60e2fe0bf3df194a3c48adb502u.png       电子/半导体/集成电路   \n",
       " 17            NaN  5bfe94ad74719dc6ed73f7ed03a.png           电气机械/器材   \n",
       " 18          融资未公开  6126036c689b7173139e451708u.png           电气机械/器材   \n",
       " 19            NaN  5bfea48674719d2aa34cbda703a.png             工业自动化   \n",
       " 20            已上市  5928f39a7032882fc39925b104a.jpg       电子/半导体/集成电路   \n",
       " 21            已上市  5928f39a7032882fc39925b104a.jpg       电子/半导体/集成电路   \n",
       " 22            NaN  6066c5218f2cf00982dac69801u.png       电子/半导体/集成电路   \n",
       " 23            NaN  5f598f8b9d37de58796f58d208u.jpg              电子商务   \n",
       " 24             D轮  5f686710ea60860b752776d204u.png             计算机软件   \n",
       " 25          融资未公开  62137aefba03ce5501b5453d03u.png            专业技术服务   \n",
       " 26            NaN  5bfe997074719df0ac99a26803a.png           电气机械/器材   \n",
       " 27           美股上市  5bfe9a3d74719df0ac99ca8f03a.png             计算机软件   \n",
       " 28          不需要融资  60e2fe0bf3df194a3c48adb502u.png                银行   \n",
       " 29            NaN  644799929228f46e07fdb71604u.png                家电   \n",
       " 30            NaN  59b25def70324a7f8c9cb62905a.jpg                石化   \n",
       " 31          不需要融资  60e2fe0bf3df194a3c48adb502u.png                银行   \n",
       " 32             C轮  60e2fe0bf3df194a3c48adb502u.png              整车制造   \n",
       " 33          不需要融资  60e2fe0bf3df194a3c48adb502u.png                制药   \n",
       " 34            NaN  5c4970d4509919607f6b701f06u.png            人力资源服务   \n",
       " 35            NaN  610cb26290cd3a5facf5f21003u.png       电子/半导体/集成电路   \n",
       " 36            NaN  5bfea04a74719d2aa34bef6003a.png             计算机软件   \n",
       " 37            NaN  5952237b7032381b6822192505a.jpg              医疗器械   \n",
       " 38           美股上市  6239280f2ad0a245ad83eaf301u.png             家具/家居   \n",
       " 39            NaN  636685295f464d5d0800357c02u.png             新能源汽车   \n",
       " \n",
       "    job.pcOuterLink  job.h5OuterLink comp.compId  \n",
       " 0              NaN              NaN         NaN  \n",
       " 1              NaN              NaN         NaN  \n",
       " 2                                    13154823.0  \n",
       " 3                                     8872848.0  \n",
       " 4                                     8872848.0  \n",
       " 5                                    13229781.0  \n",
       " 6                                    13229781.0  \n",
       " 7                                     9337411.0  \n",
       " 8                                     8626076.0  \n",
       " 9              NaN              NaN         NaN  \n",
       " 10                                   10285519.0  \n",
       " 11                                     167530.0  \n",
       " 12                                    9482805.0  \n",
       " 13             NaN              NaN         NaN  \n",
       " 14                                    7891444.0  \n",
       " 15                                   12336599.0  \n",
       " 16             NaN              NaN         NaN  \n",
       " 17                                    7889835.0  \n",
       " 18                                    7865231.0  \n",
       " 19                                      33708.0  \n",
       " 20                                    8164187.0  \n",
       " 21                                    8164187.0  \n",
       " 22                                   12590945.0  \n",
       " 23                                    9393459.0  \n",
       " 24                                    7810920.0  \n",
       " 25                                   12890625.0  \n",
       " 26                                    2331746.0  \n",
       " 27                                    8590893.0  \n",
       " 28             NaN              NaN         NaN  \n",
       " 29                                    8245137.0  \n",
       " 30                                    8481741.0  \n",
       " 31             NaN              NaN         NaN  \n",
       " 32             NaN              NaN         NaN  \n",
       " 33             NaN              NaN         NaN  \n",
       " 34                                    1790705.0  \n",
       " 35                                   12849761.0  \n",
       " 36                                    8600706.0  \n",
       " 37                                    8506529.0  \n",
       " 38                                    7880803.0  \n",
       " 39                                    8626076.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2244652699%22%2C%22sfrom%22%...   \n",
       " 1   %7B%22jobId%22%3A%2244652595%22%2C%22sfrom%22%...   \n",
       " 2   %7B%22jobId%22%3A%2258418637%22%2C%22sfrom%22%...   \n",
       " 3   %7B%22jobId%22%3A%2257369929%22%2C%22sfrom%22%...   \n",
       " 4   %7B%22jobId%22%3A%2244631865%22%2C%22sfrom%22%...   \n",
       " 5   %7B%22jobId%22%3A%2244652615%22%2C%22sfrom%22%...   \n",
       " 6   %7B%22jobId%22%3A%2256247455%22%2C%22sfrom%22%...   \n",
       " 7   %7B%22jobId%22%3A%2257326069%22%2C%22sfrom%22%...   \n",
       " 8   %7B%22jobId%22%3A%2257744843%22%2C%22sfrom%22%...   \n",
       " 9   %7B%22jobId%22%3A%2253811233%22%2C%22sfrom%22%...   \n",
       " 10  %7B%22jobId%22%3A%2255348503%22%2C%22sfrom%22%...   \n",
       " 11  %7B%22jobId%22%3A%2241030967%22%2C%22sfrom%22%...   \n",
       " 12  %7B%22jobId%22%3A%2256808659%22%2C%22sfrom%22%...   \n",
       " 13  %7B%22jobId%22%3A%2245709579%22%2C%22sfrom%22%...   \n",
       " 14  %7B%22jobId%22%3A%2246943631%22%2C%22sfrom%22%...   \n",
       " 15  %7B%22jobId%22%3A%2252031231%22%2C%22sfrom%22%...   \n",
       " 16  %7B%22jobId%22%3A%2258578575%22%2C%22sfrom%22%...   \n",
       " 17  %7B%22jobId%22%3A%2246028287%22%2C%22sfrom%22%...   \n",
       " 18  %7B%22jobId%22%3A%2246953697%22%2C%22sfrom%22%...   \n",
       " 19  %7B%22jobId%22%3A%2258049895%22%2C%22sfrom%22%...   \n",
       " 20  %7B%22jobId%22%3A%2257961899%22%2C%22sfrom%22%...   \n",
       " 21  %7B%22jobId%22%3A%2243530033%22%2C%22sfrom%22%...   \n",
       " 22  %7B%22jobId%22%3A%2219365345%22%2C%22sfrom%22%...   \n",
       " 23  %7B%22jobId%22%3A%2258225743%22%2C%22sfrom%22%...   \n",
       " 24  %7B%22jobId%22%3A%2247456819%22%2C%22sfrom%22%...   \n",
       " 25  %7B%22jobId%22%3A%2254867045%22%2C%22sfrom%22%...   \n",
       " 26  %7B%22jobId%22%3A%2255570551%22%2C%22sfrom%22%...   \n",
       " 27  %7B%22jobId%22%3A%2253808701%22%2C%22sfrom%22%...   \n",
       " 28  %7B%22jobId%22%3A%2246802985%22%2C%22sfrom%22%...   \n",
       " 29  %7B%22jobId%22%3A%2246960329%22%2C%22sfrom%22%...   \n",
       " 30  %7B%22jobId%22%3A%2244610913%22%2C%22sfrom%22%...   \n",
       " 31  %7B%22jobId%22%3A%2245065725%22%2C%22sfrom%22%...   \n",
       " 32  %7B%22jobId%22%3A%2256766741%22%2C%22sfrom%22%...   \n",
       " 33  %7B%22jobId%22%3A%2246841597%22%2C%22sfrom%22%...   \n",
       " 34  %7B%22jobId%22%3A%2224084235%22%2C%22sfrom%22%...   \n",
       " 35  %7B%22jobId%22%3A%2253995919%22%2C%22sfrom%22%...   \n",
       " 36  %7B%22jobId%22%3A%2252407517%22%2C%22sfrom%22%...   \n",
       " 37  %7B%22jobId%22%3A%2252869661%22%2C%22sfrom%22%...   \n",
       " 38  %7B%22jobId%22%3A%2254259319%22%2C%22sfrom%22%...   \n",
       " 39  %7B%22jobId%22%3A%2251759767%22%2C%22sfrom%22%...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"44652699\",\"imId\":\"80c7e9cf8d886640aa...   \n",
       " 1   {\"jobId\":\"44652595\",\"imId\":\"80c7e9cf8d886640aa...   \n",
       " 2   {\"jobId\":\"58418637\",\"imId\":\"95b62db427b5691fd1...   \n",
       " 3   {\"jobId\":\"57369929\",\"imId\":\"d1d4b2ad82b8f68221...   \n",
       " 4   {\"jobId\":\"44631865\",\"imId\":\"940cb9aa050ef99fb0...   \n",
       " 5   {\"jobId\":\"44652615\",\"imId\":\"80c7e9cf8d886640aa...   \n",
       " 6   {\"jobId\":\"56247455\",\"imId\":\"b2e5ac6d6a5bfdadf4...   \n",
       " 7   {\"jobId\":\"57326069\",\"imId\":\"4c584da5474fcd521b...   \n",
       " 8   {\"jobId\":\"57744843\",\"imId\":\"b2e5ac6d6a5bfdadf4...   \n",
       " 9   {\"jobId\":\"53811233\",\"imId\":\"0579a6997fabaaaef4...   \n",
       " 10  {\"jobId\":\"55348503\",\"imId\":\"0692b5a9eddbe99413...   \n",
       " 11  {\"jobId\":\"41030967\",\"imId\":\"0579a6997fabaaaef4...   \n",
       " 12  {\"jobId\":\"56808659\",\"imId\":\"6423026baa697f3fad...   \n",
       " 13  {\"jobId\":\"45709579\",\"imId\":\"155186a05f7764918f...   \n",
       " 14  {\"jobId\":\"46943631\",\"imId\":\"990fc60e3809504f88...   \n",
       " 15  {\"jobId\":\"52031231\",\"imId\":\"88378214de11973529...   \n",
       " 16  {\"jobId\":\"58578575\",\"imId\":\"86b6a18ce0a51aaf04...   \n",
       " 17  {\"jobId\":\"46028287\",\"imId\":\"1c60c2a4102e1ea287...   \n",
       " 18  {\"jobId\":\"46953697\",\"imId\":\"52718401d03a23fdff...   \n",
       " 19  {\"jobId\":\"58049895\",\"imId\":\"c6daa2f739cc302ecc...   \n",
       " 20  {\"jobId\":\"57961899\",\"imId\":\"f69455ffe4d3e90c81...   \n",
       " 21  {\"jobId\":\"43530033\",\"imId\":\"1ded9e55a7fac0ad99...   \n",
       " 22  {\"jobId\":\"19365345\",\"imId\":\"91ff3b60e7127d59bb...   \n",
       " 23  {\"jobId\":\"58225743\",\"imId\":\"6d1b7ccd485abfb82a...   \n",
       " 24  {\"jobId\":\"47456819\",\"imId\":\"c50c7554cdb5000ec1...   \n",
       " 25  {\"jobId\":\"54867045\",\"imId\":\"7f3511e74f973ca69b...   \n",
       " 26  {\"jobId\":\"55570551\",\"imId\":\"43d8c2433a2601136a...   \n",
       " 27  {\"jobId\":\"53808701\",\"imId\":\"43d8c2433a2601136a...   \n",
       " 28  {\"jobId\":\"46802985\",\"imId\":\"a159ccfb17c80afa60...   \n",
       " 29  {\"jobId\":\"46960329\",\"imId\":\"48b9835475a410a340...   \n",
       " 30  {\"jobId\":\"44610913\",\"imId\":\"1633f5a22fe29688a9...   \n",
       " 31  {\"jobId\":\"45065725\",\"imId\":\"26d1b456854dd6fbbe...   \n",
       " 32  {\"jobId\":\"56766741\",\"imId\":\"a4602df6a245aa2e62...   \n",
       " 33  {\"jobId\":\"46841597\",\"imId\":\"46b9a7937350ea8a3e...   \n",
       " 34  {\"jobId\":\"24084235\",\"imId\":\"171b817e09c6e7efbe...   \n",
       " 35  {\"jobId\":\"53995919\",\"imId\":\"f9e1bc7073cba23827...   \n",
       " 36  {\"jobId\":\"52407517\",\"imId\":\"1256c88aab497ef3d6...   \n",
       " 37  {\"jobId\":\"52869661\",\"imId\":\"3f2b5756e7cd50eee0...   \n",
       " 38  {\"jobId\":\"54259319\",\"imId\":\"e0e4cae8ecdb9ef5ab...   \n",
       " 39  {\"jobId\":\"51759767\",\"imId\":\"e9842cc0779637e2e7...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                                      [ActionScript]  44652699   \n",
       " 1                                                  []  44652595   \n",
       " 2                                [技术支持, 用户行为分析, 数据监测]  58418637   \n",
       " 3                           [产品规划, 产品管理, 铆接, SPR, 焊接]  57369929   \n",
       " 4                                  [策略产品, 英语流利, 机器学习]  44631865   \n",
       " 5                                                  []  44652615   \n",
       " 6                                                  []  56247455   \n",
       " 7       [硬件产品, 数据产品, IT互联网, 硬件系统集成, 用户研究, 产品规划, 团队管理]  57326069   \n",
       " 8                                                  []  57744843   \n",
       " 9                                       [电子/半导体/集成电路]  53811233   \n",
       " 10  [电商产品, 内容产品, 后台产品, 中台产品, 工具产品, 小程序产品, 产品规划, 需求...  55348503   \n",
       " 11                                      [电子/半导体/集成电路]  41030967   \n",
       " 12          [医疗行业, 医院, CRM系统, 产品设计, 产品规划, 原型设计, 需求分析]  56808659   \n",
       " 13                                  [化妆品, 市场营销, 美妆产品]  45709579   \n",
       " 14                                                 []  46943631   \n",
       " 15  [策略产品, SaaS产品, 电商产品, 海外产品, IT互联网, 电子商务, 金融行业, ...  52031231   \n",
       " 16                                                 []  58578575   \n",
       " 17                                                 []  46028287   \n",
       " 18        [to C, 电子/半导体/集成电路, 产品规划, 产品设计, 用户研究, 团队管理]  46953697   \n",
       " 19                                                 []  58049895   \n",
       " 20  [客户端产品, 工具产品, 定价/竞价产品, 产品设计, 产品规划, 用户研究, 需求管理,...  57961899   \n",
       " 21                                                 []  43530033   \n",
       " 22                                                 []  19365345   \n",
       " 23                                                 []  58225743   \n",
       " 24            [工具产品, 区块链, 平台, to C, 产品规划, 用户研究, 产品设计]  47456819   \n",
       " 25                                                 []  54867045   \n",
       " 26                                                 []  55570551   \n",
       " 27                                                 []  53808701   \n",
       " 28                                                 []  46802985   \n",
       " 29                                    [产品经理, 移动端产品经理]  46960329   \n",
       " 30                     [策略产品, 产品规划, 用户研究, 团队管理, 需求分析]  44610913   \n",
       " 31                                                 []  45065725   \n",
       " 32  [市场营销, 市场调研分析, 品牌推广, 数据分析, 行业分析, 市场推广, 信息流, 云计...  56766741   \n",
       " 33                                       [需求分析, 产品经理]  46841597   \n",
       " 34                         [产品设计, 业务流程, 迭代, 支付, 功能设计]  24084235   \n",
       " 35                                                 []  53995919   \n",
       " 36                                                 []  52407517   \n",
       " 37                                                 []  52869661   \n",
       " 38                                      [电子/半导体/集成电路]  54259319   \n",
       " 39                                                 []  51759767   \n",
       " \n",
       "                                             job.title job.requireEduLevel  \\\n",
       " 0                                     Product Manager                统招本科   \n",
       " 1                                     Product Manager                统招本科   \n",
       " 2                             Digital Product Manager                统招本科   \n",
       " 3   Product Manager – SWS and SPR Equipment’s and ...                  本科   \n",
       " 4   Product Manager - Targeting, Data, & Audience ...                统招本科   \n",
       " 5                                     Product Manager                统招本科   \n",
       " 6   Sr. Software Product Manager -Inventory and Co...                  本科   \n",
       " 7                                      资深产品经理(J10041)                统招本科   \n",
       " 8         Sr. Software Product Manager-MES (MJ008152)                  本科   \n",
       " 9                                             助理产品线经理                  本科   \n",
       " 10                         Senior Product Manager-FPS                统招本科   \n",
       " 11                                      产品线经理/助理产品线经理                  本科   \n",
       " 12                                            互联网产品经理                学历不限   \n",
       " 13                       Product Manager_Makeup Brand                统招本科   \n",
       " 14              Industry & Automotive Product Manager               本科及以上   \n",
       " 15                   Senior Product Manager(Non-tech)                统招本科   \n",
       " 16                                         产品经理（功率器件）                  本科   \n",
       " 17                          Assistant Product Manager               本科及以上   \n",
       " 18                                             芯片产品经理                学历不限   \n",
       " 19                                      产品经理（风湿类生物制剂）                统招本科   \n",
       " 20                                             政务产品经理                  本科   \n",
       " 21  Product Manager - Targeting, Data, & Audience ...                统招本科   \n",
       " 22                                            车联网产品经理                  本科   \n",
       " 23         Product Manager - Travel Software Products                  本科   \n",
       " 24                                             高级产品经理                  本科   \n",
       " 25                                               产品经理                  本科   \n",
       " 26                         Product Owner-To C 数字化产品经理                统招本科   \n",
       " 27                               Product Owner数字化产品经理                统招本科   \n",
       " 28                                         产品经理（长期出差）               大专及以上   \n",
       " 29                              产品经理（base上海，有出差，英文好！）               大专及以上   \n",
       " 30                                               产品经理                统招本科   \n",
       " 31                Assistant Product Manager(80568234)                  本科   \n",
       " 32                                             外销产品经理                  本科   \n",
       " 33                                    product manager               本科及以上   \n",
       " 34                                    Product Manager                统招本科   \n",
       " 35                                               产品经理                  本科   \n",
       " 36                                               产品经理                  本科   \n",
       " 37                           Product Manager-Skincare                  本科   \n",
       " 38                                        产品经理（安世产品线）                  大专   \n",
       " 39                                         产品经理-工业网产品                  本科   \n",
       " \n",
       "                                        job.link  job.topJob  job.salary  \\\n",
       " 0       https://www.liepin.com/a/44652699.shtml       False  30-45k·13薪   \n",
       " 1       https://www.liepin.com/a/44652595.shtml       False  30-45k·13薪   \n",
       " 2   https://www.liepin.com/job/1958418637.shtml       False        薪资面议   \n",
       " 3   https://www.liepin.com/job/1957369929.shtml       False  20-25k·13薪   \n",
       " 4   https://www.liepin.com/job/1944631865.shtml       False  15-30k·18薪   \n",
       " 5       https://www.liepin.com/a/44652615.shtml       False  30-45k·13薪   \n",
       " 6   https://www.liepin.com/job/1956247455.shtml       False      25-45k   \n",
       " 7   https://www.liepin.com/job/1957326069.shtml       False  30-45k·15薪   \n",
       " 8   https://www.liepin.com/job/1957744843.shtml       False      25-45k   \n",
       " 9   https://www.liepin.com/job/1953811233.shtml       False       8-13k   \n",
       " 10  https://www.liepin.com/job/1955348503.shtml       False  30-40k·14薪   \n",
       " 11  https://www.liepin.com/job/1941030967.shtml       False      10-15k   \n",
       " 12  https://www.liepin.com/job/1956808659.shtml       False        薪资面议   \n",
       " 13      https://www.liepin.com/a/45709579.shtml       False  30-40k·15薪   \n",
       " 14      https://www.liepin.com/a/46943631.shtml       False  15-20k·14薪   \n",
       " 15  https://www.liepin.com/job/1952031231.shtml       False      50-80k   \n",
       " 16  https://www.liepin.com/job/1958578575.shtml       False      20-29k   \n",
       " 17      https://www.liepin.com/a/46028287.shtml       False      11-20k   \n",
       " 18      https://www.liepin.com/a/46953697.shtml       False  30-50k·15薪   \n",
       " 19  https://www.liepin.com/job/1958049895.shtml       False      15-25k   \n",
       " 20  https://www.liepin.com/job/1957961899.shtml       False      18-25k   \n",
       " 21  https://www.liepin.com/job/1943530033.shtml       False  25-45k·18薪   \n",
       " 22  https://www.liepin.com/job/1919365345.shtml       False  18-25k·13薪   \n",
       " 23  https://www.liepin.com/job/1958225743.shtml       False      15-30k   \n",
       " 24  https://www.liepin.com/job/1947456819.shtml       False      20-40k   \n",
       " 25  https://www.liepin.com/job/1954867045.shtml       False      15-20k   \n",
       " 26  https://www.liepin.com/job/1955570551.shtml       False        薪资面议   \n",
       " 27  https://www.liepin.com/job/1953808701.shtml       False        薪资面议   \n",
       " 28      https://www.liepin.com/a/46802985.shtml       False      25-30k   \n",
       " 29      https://www.liepin.com/a/46960329.shtml       False  18-35k·13薪   \n",
       " 30      https://www.liepin.com/a/44610913.shtml       False  20-35k·15薪   \n",
       " 31  https://www.liepin.com/job/1945065725.shtml       False        薪资面议   \n",
       " 32  https://www.liepin.com/job/1956766741.shtml       False      15-20k   \n",
       " 33      https://www.liepin.com/a/46841597.shtml       False      20-30k   \n",
       " 34  https://www.liepin.com/job/1924084235.shtml       False  20-38k·13薪   \n",
       " 35  https://www.liepin.com/job/1953995919.shtml       False  20-25k·15薪   \n",
       " 36  https://www.liepin.com/job/1952407517.shtml       False  20-25k·15薪   \n",
       " 37  https://www.liepin.com/job/1952869661.shtml       False        薪资面议   \n",
       " 38  https://www.liepin.com/job/1954259319.shtml       False  15-30k·13薪   \n",
       " 39  https://www.liepin.com/job/1951759767.shtml       False      30-35k   \n",
       " \n",
       "      job.dq  ...          recruiter.recruiterPhoto comp.compScale  \\\n",
       " 0        上海  ...  63a15374f021873656dc398e08u.jpeg    5000-10000人   \n",
       " 1        上海  ...  63a15374f021873656dc398e08u.jpeg    5000-10000人   \n",
       " 2    上海-徐汇区  ...   5f8f98648dbe6273dcf8515508u.jpg     1000-2000人   \n",
       " 3    上海-嘉定区  ...   5f8f986779c7cc70efbf36c008u.jpg       10000人以上   \n",
       " 4    上海-闵行区  ...   5f8f9868f6d1ab58476f24a008u.jpg       10000人以上   \n",
       " 5        上海  ...  63a15374f021873656dc398e08u.jpeg    5000-10000人   \n",
       " 6        上海  ...   5f8f986779c7cc70efbf36c008u.jpg       10000人以上   \n",
       " 7    上海-徐汇区  ...   5f8f9866dfb13a7dee342f1808u.jpg       100-499人   \n",
       " 8        上海  ...   5f8f986779c7cc70efbf36c008u.jpg       10000人以上   \n",
       " 9    上海-徐汇区  ...   5f8f986779c7cc70efbf36c008u.jpg       100-499人   \n",
       " 10   上海-静安区  ...   5f8f98648dbe6273dcf8515508u.jpg       100-499人   \n",
       " 11       上海  ...   5f8f986779c7cc70efbf36c008u.jpg       100-499人   \n",
       " 12   上海-静安区  ...   5f8f98648dbe6273dcf8515508u.jpg       10000人以上   \n",
       " 13       上海  ...   5f8fa3a9dfb13a7dee343d4808u.png       100-499人   \n",
       " 14   上海-青浦区  ...   6360ca9af469fd146b553ef006u.png       100-499人   \n",
       " 15   上海-长宁区  ...   60af13780385a307c2a55b8005u.png    5000-10000人   \n",
       " 16   上海-闵行区  ...   5f8f986779c7cc70efbf36c008u.jpg       100-499人   \n",
       " 17  上海-浦东新区  ...   5f8fa3baf6d1ab58476f324908u.png                  \n",
       " 18       上海  ...   62c3d60002a73a733270750106u.png          1-49人   \n",
       " 19   上海-黄浦区  ...   5f8f98648dbe6273dcf8515508u.jpg    5000-10000人   \n",
       " 20   上海-杨浦区  ...   643e2e67459dd46ff93c6bd408u.png       500-999人   \n",
       " 21       上海  ...   5f8f986779c7cc70efbf36c008u.jpg       10000人以上   \n",
       " 22   上海-杨浦区  ...   5f8f9866dfb13a7dee342f1808u.jpg     1000-2000人   \n",
       " 23   上海-静安区  ...   5f8f9865ea60860b75384fa508u.jpg                  \n",
       " 24   上海-黄浦区  ...   6213427364cabf3c3d5c287f07u.png          1-49人   \n",
       " 25   上海-青浦区  ...   5f8f9863f6d1ab58476f246a08u.jpg          1-49人   \n",
       " 26  上海-浦东新区  ...   5f8f9866dfb13a7dee342f1808u.jpg       500-999人   \n",
       " 27  上海-浦东新区  ...   5f8f9866dfb13a7dee342f1808u.jpg       500-999人   \n",
       " 28       上海  ...   5d456a034ebeb1284def976d02u.jpg       100-499人   \n",
       " 29  上海-浦东新区  ...   6094cccbe4ce8545b035151002u.jpg       100-499人   \n",
       " 30  上海-浦东新区  ...   5f98c2ccea60860b753d08aa01u.jpg          1-49人   \n",
       " 31       上海  ...   5f8f9863f6d1ab58476f246a08u.jpg       10000人以上   \n",
       " 32       上海  ...   5f8f9866dfb13a7dee342f1808u.jpg       500-999人   \n",
       " 33       上海  ...   5e9d992c37483e328d8478fa08u.png       10000人以上   \n",
       " 34  上海-浦东新区  ...   54d1e77f712e7147fd80932a01a.jpg       100-499人   \n",
       " 35  上海-浦东新区  ...   5f8f986c79c7cc70efbf36c808u.jpg          1-49人   \n",
       " 36  上海-浦东新区  ...   5ca47b7f509919fa0ea15bcf05u.png       100-499人   \n",
       " 37   上海-静安区  ...   623d737d427ad16275b0bce403u.png     2000-5000人   \n",
       " 38   上海-静安区  ...   5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       " 39   上海-徐汇区  ...   5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       " \n",
       "              comp.compName                                 comp.link  \\\n",
       " 0               某知名机械/设备公司                                             \n",
       " 1               某知名机械/设备公司                                             \n",
       " 2                    潘多拉上海   https://www.liepin.com/company/8943831/   \n",
       " 3   Stanley Black & Decker   https://www.liepin.com/company/7880803/   \n",
       " 4                     字节跳动   https://www.liepin.com/company/7863078/   \n",
       " 5               某知名机械/设备公司                                             \n",
       " 6            特斯拉汽车（北京）有限公司   https://www.liepin.com/company/8626076/   \n",
       " 7                 Memblaze   https://www.liepin.com/company/1545562/   \n",
       " 8            特斯拉汽车（北京）有限公司   https://www.liepin.com/company/8626076/   \n",
       " 9                     润欣科技   https://www.liepin.com/company/8164187/   \n",
       " 10         珐菲琦(上海)电子商务有限公司   https://www.liepin.com/company/9393459/   \n",
       " 11                    润欣科技   https://www.liepin.com/company/8164187/   \n",
       " 12          国药控股医疗投资管理有限公司   https://www.liepin.com/company/7949162/   \n",
       " 13                 某上海日化公司                                             \n",
       " 14                 某上海汽车公司                                             \n",
       " 15                     亚马逊   https://www.liepin.com/company/8642300/   \n",
       " 16                    商络集团   https://www.liepin.com/company/7919617/   \n",
       " 17                   某知名公司                                             \n",
       " 18                   某知名公司                                             \n",
       " 19                    三生制药   https://www.liepin.com/company/7894346/   \n",
       " 20                    煜象科技  https://www.liepin.com/company/12469769/   \n",
       " 21                    字节跳动   https://www.liepin.com/company/7863078/   \n",
       " 22    欧立腾(北京)技术咨询有限公司上海分公司   https://www.liepin.com/company/3282697/   \n",
       " 23         漫步游(上海)信息科技有限公司  https://www.liepin.com/company/13527123/   \n",
       " 24            北京挺快互娱科技有限公司   https://www.liepin.com/company/9650195/   \n",
       " 25            锐哲贸易(上海)有限公司   https://www.liepin.com/company/9893383/   \n",
       " 26                  捷豹路虎中国   https://www.liepin.com/company/9670817/   \n",
       " 27                  捷豹路虎中国   https://www.liepin.com/company/9670817/   \n",
       " 28                 某it服务企业                                             \n",
       " 29                    知名企业                                             \n",
       " 30                 某医疗器械公司                                             \n",
       " 31                     ABB   https://www.liepin.com/company/7889835/   \n",
       " 32                    佳通轮胎   https://www.liepin.com/company/4197046/   \n",
       " 33                大型快消零售公司                                             \n",
       " 34          碧点(上海)软件科技有限公司   https://www.liepin.com/company/8393169/   \n",
       " 35         图特斯工具技术(常州)有限公司  https://www.liepin.com/company/13213889/   \n",
       " 36       图特斯工具系统技术(上海)有限公司   https://www.liepin.com/company/7952106/   \n",
       " 37       路威酩轩香水化妆品(上海)有限公司   https://www.liepin.com/company/8741618/   \n",
       " 38          福建康博电子技术股份有限公司  https://www.liepin.com/company/13281939/   \n",
       " 39       百通赫思曼通讯科技(上海)有限公司  https://www.liepin.com/company/13255349/   \n",
       " \n",
       "    comp.compStage                    comp.compLogo comp.compIndustry  \\\n",
       " 0           融资未公开  60e2fe0bf3df194a3c48adb502u.png             机械/设备   \n",
       " 1           融资未公开  60e2fe0bf3df194a3c48adb502u.png             机械/设备   \n",
       " 2             NaN  5d7761f81922212016c8654e05u.png               工艺品   \n",
       " 3            美股上市  6239280f2ad0a245ad83eaf301u.png             家具/家居   \n",
       " 4              其他  5d887b5528021708fa52b44403u.jpg               互联网   \n",
       " 5           融资未公开  60e2fe0bf3df194a3c48adb502u.png             机械/设备   \n",
       " 6             NaN  636685295f464d5d0800357c02u.png             新能源汽车   \n",
       " 7             NaN  5bfe993e74719df0ac99989b03a.png             计算机硬件   \n",
       " 8             NaN  636685295f464d5d0800357c02u.png             新能源汽车   \n",
       " 9             已上市  5928f39a7032882fc39925b104a.jpg       电子/半导体/集成电路   \n",
       " 10            NaN  5f598f8b9d37de58796f58d208u.jpg              电子商务   \n",
       " 11            已上市  5928f39a7032882fc39925b104a.jpg       电子/半导体/集成电路   \n",
       " 12            NaN  596587297032381b682767d505a.jpg              医疗机构   \n",
       " 13            NaN  60e2fe0bf3df194a3c48adb502u.png                日化   \n",
       " 14          融资未公开  60e2fe0bf3df194a3c48adb502u.png                汽车   \n",
       " 15            NaN  5a28acf07032d5b4c547580d04a.jpg               互联网   \n",
       " 16            NaN  5bfea1ee74719d2aa34c412a03a.png       电子/半导体/集成电路   \n",
       " 17            NaN  60e2fe0bf3df194a3c48adb502u.png             批发/零售   \n",
       " 18            NaN  60e2fe0bf3df194a3c48adb502u.png             计算机软件   \n",
       " 19          融资未公开  61b07937d0458d53c627567e02u.jpg              生物技术   \n",
       " 20          融资未公开  619b3583da6eee3d568dde5c02u.png               互联网   \n",
       " 21             其他  5d887b5528021708fa52b44403u.jpg               互联网   \n",
       " 22            NaN  5bfe976d74719df0ac9939cb03a.png            专业技术服务   \n",
       " 23            NaN  61b07937d0458d53c627567e02u.jpg               互联网   \n",
       " 24            NaN  61b07937d0458d53c627567e02u.jpg               互联网   \n",
       " 25            NaN  61b07937d0458d53c627567e02u.jpg               互联网   \n",
       " 26            NaN  644b714d1fd55c421f9c609d08u.png              整车制造   \n",
       " 27            NaN  644b714d1fd55c421f9c609d08u.png              整车制造   \n",
       " 28          融资未公开  60e2fe0bf3df194a3c48adb502u.png            互联网/电商   \n",
       " 29          融资未公开  60e2fe0bf3df194a3c48adb502u.png             计算机软件   \n",
       " 30            NaN  60e2fe0bf3df194a3c48adb502u.png              医疗器械   \n",
       " 31            NaN  5bfe94ad74719dc6ed73f7ed03a.png           电气机械/器材   \n",
       " 32            NaN  59cc8dc570328790593b876406a.jpg          汽车零部件及配件   \n",
       " 33          融资未公开  60e2fe0bf3df194a3c48adb502u.png             个人护理品   \n",
       " 34            NaN  5bfe8ff774719d35745a8b2803a.png             计算机软件   \n",
       " 35            NaN  61b07937d0458d53c627567e02u.jpg             其他制造业   \n",
       " 36          融资未公开  5ea4e13ef2540204573314db02u.jpg            贸易/进出口   \n",
       " 37          融资未公开  644b773aa60dae1aa349d0df08u.png             批发/零售   \n",
       " 38            NaN  61b07937d0458d53c627567e02u.jpg             计算机硬件   \n",
       " 39            NaN  62ce698afb501f0a2185468d08u.png              通信设备   \n",
       " \n",
       "    job.pcOuterLink  job.h5OuterLink comp.compId  \n",
       " 0              NaN              NaN         NaN  \n",
       " 1              NaN              NaN         NaN  \n",
       " 2                                     8943831.0  \n",
       " 3                                     7880803.0  \n",
       " 4                                     7863078.0  \n",
       " 5              NaN              NaN         NaN  \n",
       " 6                                     8626076.0  \n",
       " 7                                     1545562.0  \n",
       " 8                                     8626076.0  \n",
       " 9                                     8164187.0  \n",
       " 10                                    9393459.0  \n",
       " 11                                    8164187.0  \n",
       " 12                                    7949162.0  \n",
       " 13             NaN              NaN         NaN  \n",
       " 14             NaN              NaN         NaN  \n",
       " 15                                    8642300.0  \n",
       " 16                                    7919617.0  \n",
       " 17             NaN              NaN         NaN  \n",
       " 18             NaN              NaN         NaN  \n",
       " 19                                    7894346.0  \n",
       " 20                                   12469769.0  \n",
       " 21                                    7863078.0  \n",
       " 22                                    3282697.0  \n",
       " 23                                   13527123.0  \n",
       " 24                                    9650195.0  \n",
       " 25                                    9893383.0  \n",
       " 26                                    9670817.0  \n",
       " 27                                    9670817.0  \n",
       " 28             NaN              NaN         NaN  \n",
       " 29             NaN              NaN         NaN  \n",
       " 30             NaN              NaN         NaN  \n",
       " 31                                    7889835.0  \n",
       " 32                                    4197046.0  \n",
       " 33             NaN              NaN         NaN  \n",
       " 34                                    8393169.0  \n",
       " 35                                   13213889.0  \n",
       " 36                                    7952106.0  \n",
       " 37                                    8741618.0  \n",
       " 38                                   13281939.0  \n",
       " 39                                   13255349.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 6   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 8   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 13  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 14  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 15  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 16  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 21  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 24  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 31  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 36  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...   \n",
       " 1   {\"userId\":\"ee49a5b19513b4b4cbc4d6451ed6ad76\",\"...   \n",
       " 2   {\"userId\":\"2960e1dd4ce46faade001c8e4989d9a9\",\"...   \n",
       " 3   {\"userId\":\"f7061583608d466648f563b437c984df\",\"...   \n",
       " 4   {\"userId\":\"f44513a60a7f3512576eed20406847f6\",\"...   \n",
       " 5   {\"userId\":\"9138795949850e06f6112c36f6e0924e\",\"...   \n",
       " 6   {\"userId\":\"bd690c1eac66124fd84e8a503a341b3b\",\"...   \n",
       " 7   {\"userId\":\"85821276972d8d852f218de2b8a68ffa\",\"...   \n",
       " 8   {\"userId\":\"10dc0c664201454f5b85b2e6ff43670b\",\"...   \n",
       " 9   {\"userId\":\"83dd8658d5db2824e6af85eaf0186f7e\",\"...   \n",
       " 10  {\"userId\":\"27cceba9f4400aefa17f42dc12f481e6\",\"...   \n",
       " 11  {\"userId\":\"3a13bbaa4412b06a041a76b32f2234c4\",\"...   \n",
       " 12  {\"userId\":\"00f1e068c208c82dd81925ecd84f4caf\",\"...   \n",
       " 13  {\"userId\":\"0144ec23cce58f5ae42762a3e526586d\",\"...   \n",
       " 14  {\"userId\":\"94aa02f75bfb7dc9e3caa8f53100c40c\",\"...   \n",
       " 15  {\"userId\":\"e39ce2c8c2db64742055f2c263187f56\",\"...   \n",
       " 16  {\"userId\":\"b44b41c2af870fb087649c0392828c8d\",\"...   \n",
       " 17  {\"userId\":\"488ff0309b242d162717cbff2c0073d4\",\"...   \n",
       " 18  {\"userId\":\"ce8e6da1637448dd96c6c466b52c3cc7\",\"...   \n",
       " 19  {\"userId\":\"f630f25761a62facd0010bf3f17ac9c7\",\"...   \n",
       " 20  {\"userId\":\"540e055066adfbeb72080f7aff80017a\",\"...   \n",
       " 21  {\"userId\":\"891ecefc1263e05d04056fd9f1e17aec\",\"...   \n",
       " 22  {\"userId\":\"530218cbcf3ca2e9b086636fc03ff238\",\"...   \n",
       " 23  {\"userId\":\"0132e313250023c7ab2c4534d49fd368\",\"...   \n",
       " 24  {\"userId\":\"4e4cea6427c2486ffd771a3c1c6f5b01\",\"...   \n",
       " 25  {\"userId\":\"47a69b9055bc2dbcbf753547b8f964e3\",\"...   \n",
       " 26  {\"userId\":\"c12950bed466cca251999595c24106cc\",\"...   \n",
       " 27  {\"userId\":\"3d038e27364d96a766dd2c28c367ab78\",\"...   \n",
       " 28  {\"userId\":\"71013c425a1b2e9619c383f0e447006d\",\"...   \n",
       " 29  {\"userId\":\"6bae54d92fc6133aa2ea432dc02fd5ad\",\"...   \n",
       " 30  {\"userId\":\"036bf5b81c7f470d281a3d4d48572cc0\",\"...   \n",
       " 31  {\"userId\":\"71b30988cb7d6f47fd283447bf1c174f\",\"...   \n",
       " 32  {\"userId\":\"4f5010a17d577ad3d5d01b8053d20ca9\",\"...   \n",
       " 33  {\"userId\":\"ee49a5b19513b4b4cbc4d6451ed6ad76\",\"...   \n",
       " 34  {\"userId\":\"9dad043a7bf88597fa35dd2fe8da2942\",\"...   \n",
       " 35  {\"userId\":\"0357dfdc49d1c5bf05cc3533f38cabfd\",\"...   \n",
       " 36  {\"userId\":\"46bd7d2387f63a7ace3f0101857b1f98\",\"...   \n",
       " 37  {\"userId\":\"8e53d64fd7cb6e1d2b418c8a36d6d402\",\"...   \n",
       " 38  {\"userId\":\"d4eb87e0fc94a3b1360ac85ef1fc6d0f\",\"...   \n",
       " 39  {\"userId\":\"0117213dc15f4d37bea5b8e370ad6fae\",\"...   \n",
       " \n",
       "                                            job.labels job.requireEduLevel  \\\n",
       " 0                                                  []                  本科   \n",
       " 1                                        [智能座舱, 产品经理]                  本科   \n",
       " 2                                                  []                统招本科   \n",
       " 3                                                  []                统招本科   \n",
       " 4                                                  []                  本科   \n",
       " 5                                        [产品经理, 产品专员]                  本科   \n",
       " 6                                                  []               本科及以上   \n",
       " 7                                  [产品经理, 医药行业, 市场策略]                统招本科   \n",
       " 8                                                  []                学历不限   \n",
       " 9                                                  []                统招本科   \n",
       " 10                                                 []                  本科   \n",
       " 11                                                 []                学历不限   \n",
       " 12                                                 []                  本科   \n",
       " 13                                                 []               本科及以上   \n",
       " 14                                 [市场推广, 市场策划, 竞品分析]               本科及以上   \n",
       " 15                                                 []               本科及以上   \n",
       " 16                                                 []                学历不限   \n",
       " 17                                             [5G行业]                统招本科   \n",
       " 18                                                 []                  本科   \n",
       " 19                                                 []                  本科   \n",
       " 20                                                 []                  硕士   \n",
       " 21                                                 []                统招本科   \n",
       " 22                   [数据产品, 硬件产品, 硬件系统集成, 用户研究, 产品规划]                统招本科   \n",
       " 23                                       [营销推广, 品牌推广]                  本科   \n",
       " 24  [新零售, 小程序产品, 需求管理, 客户端产品, 消费品, to C, 移动端产品, 产品...                统招本科   \n",
       " 25                                                 []                  本科   \n",
       " 26                                      [CRM系统, 团队管理]                学历不限   \n",
       " 27               [后台产品, 数据产品, 产品优化, 用户研究, 产品设计, 数据分析]                  本科   \n",
       " 28                                                 []                  本科   \n",
       " 29                [数字化产品, 车联网产品经理, 智能座舱, OTA, 企业管理咨询]                统招本科   \n",
       " 30                                             [内容产品]                  本科   \n",
       " 31                                         [胶粘剂, 新能源]                统招本科   \n",
       " 32                                                 []                统招本科   \n",
       " 33                                              [数字化]                学历不限   \n",
       " 34                                           [SaaS系统]                  本科   \n",
       " 35                                                 []                  本科   \n",
       " 36                                                 []               硕士及以上   \n",
       " 37                                                 []                  本科   \n",
       " 38                                                 []                  本科   \n",
       " 39              [后台产品, 原型设计, 产品设计, 移动端产品, 用户研究, 产品优化]                  本科   \n",
       " \n",
       "    job.refreshTime job.jobKind  job.salary   job.dq  \\\n",
       " 0   20230617112122           2  20-40k·13薪   上海-长宁区   \n",
       " 1   20230524173228           2        薪资面议       上海   \n",
       " 2   20230529124628           2        薪资面议   上海-静安区   \n",
       " 3   20230612155924           2  50-80k·13薪  上海-浦东新区   \n",
       " 4   20230522120056           2      25-35k   上海-虹口区   \n",
       " 5   20230615100843           2        薪资面议   上海-黄浦区   \n",
       " 6   20230609104608           1  40-70k·13薪       上海   \n",
       " 7   20230617165022           2  18-30k·13薪   上海-虹口区   \n",
       " 8   20230606171817           1      40-65k       上海   \n",
       " 9   20230306224306           2        薪资面议   上海-静安区   \n",
       " 10  20230602162209           2        薪资面议   上海-闵行区   \n",
       " 11  20230525173959           1  60-75k·15薪  上海-浦东新区   \n",
       " 12  20230607150634           2        薪资面议  上海-浦东新区   \n",
       " 13  20230613095240           1  25-30k·13薪  上海-浦东新区   \n",
       " 14  20230608164826           1      30-50k       上海   \n",
       " 15  20230612150658           1  25-40k·17薪       上海   \n",
       " 16  20230607155531           1  50-55k·15薪       上海   \n",
       " 17  20230614163956           2  25-55k·13薪  上海-浦东新区   \n",
       " 18  20230205211153           2        薪资面议  上海-浦东新区   \n",
       " 19  20230608092450           2        薪资面议   上海-徐汇区   \n",
       " 20  20230515103615           2      20-35k       上海   \n",
       " 21  20230509145715           1      30-40k  上海-浦东新区   \n",
       " 22  20230612094002           2  25-40k·15薪   上海-徐汇区   \n",
       " 23  20230115101838           2  20-30k·13薪   上海-徐汇区   \n",
       " 24  20230322155509           1  30-35k·16薪   上海-黄浦区   \n",
       " 25  20230613180649           2        薪资面议   上海-虹口区   \n",
       " 26  20230531105246           2      20-40k  上海-浦东新区   \n",
       " 27  20230526155310           2  25-35k·15薪   上海-长宁区   \n",
       " 28  20230614145857           2        薪资面议       上海   \n",
       " 29  20230612100930           2  25-35k·13薪       上海   \n",
       " 30  20230616103746           2      15-23k   上海-静安区   \n",
       " 31  20230615171019           1  30-40k·15薪       上海   \n",
       " 32  20230406094926           2        薪资面议       上海   \n",
       " 33  20230613152037           2        薪资面议       上海   \n",
       " 34  20230531095213           2      15-30k  上海-浦东新区   \n",
       " 35  20230426141612           2      15-25k   上海-黄浦区   \n",
       " 36  20230615183006           1  30-50k·14薪       上海   \n",
       " 37  20230601170440           2      15-25k   上海-普陀区   \n",
       " 38  20230616135241           2  20-35k·13薪   上海-长宁区   \n",
       " 39  20230616091436           2   7-10k·14薪  上海-浦东新区   \n",
       " \n",
       "                                             job.title job.jobId  ...  \\\n",
       " 0                          Automation Product Manager  56918647  ...   \n",
       " 1                        Infotainment product manager  54299451  ...   \n",
       " 2                          Product Manager(IHM)-Swine  57302657  ...   \n",
       " 3                 Senior Product Manager-Coupang Live  59264051  ...   \n",
       " 4                        诊断（助理）产品经理-上海-宠物事业部 ID141608  58728607  ...   \n",
       " 5                           Associate Product Manager  59121657  ...   \n",
       " 6                        (Sr.)Digital Product Manager  46831807  ...   \n",
       " 7                                     助理/产品经理(J10093)  57690655  ...   \n",
       " 8                              Senior Product Manager  46312865  ...   \n",
       " 9                                          (高级)内容产品经理  56738683  ...   \n",
       " 10                                    Product Manager  57486699  ...   \n",
       " 11                                    车联网产品高级经理（APP端）  46447727  ...   \n",
       " 12                                    Product Manager  55367139  ...   \n",
       " 13                                    Product Manager  46496895  ...   \n",
       " 14                                               产品经理  45633713  ...   \n",
       " 15                       高级产品经理 (HVAC Sensor 暖通产品传感器)  43286277  ...   \n",
       " 16                           Product Manager, Digital  46793811  ...   \n",
       " 17  Senior Technical Product Manager – Autonomous ...  59334643  ...   \n",
       " 18               Product Manager-IGS Service business  50366151  ...   \n",
       " 19        产品经理/ Omni Innovation Product Owner ID99315  48181147  ...   \n",
       " 20                                    Product Manager   4717513  ...   \n",
       " 21                                             高级产品经理  45955693  ...   \n",
       " 22                                       产品经理(J10042)  57327595  ...   \n",
       " 23                                    中央市场部-MM/SPM/PM  55485037  ...   \n",
       " 24                                 数字化新零售APP小程序 IT PM  44646713  ...   \n",
       " 25                                               产品经理  59124507  ...   \n",
       " 26                   Product Manager, Internal System  57897963  ...   \n",
       " 27                                           国际后台产品经理  51041467  ...   \n",
       " 28                                高德美-（高级）产品经理，公立医院项目  58998059  ...   \n",
       " 29                                 资深顾问 - 智能座舱OTA产品经理  52114373  ...   \n",
       " 30                             web content&digital PM  59084619  ...   \n",
       " 31                                               产品经理  46861341  ...   \n",
       " 32                                             美妆产品经理  49501409  ...   \n",
       " 33  The Durant Guild Digital Product Manager – WeC...  55535475  ...   \n",
       " 34                         Product Manager(ToB, SAAS)  55016553  ...   \n",
       " 35                                           产品经理（医药）  32693853  ...   \n",
       " 36                                               产品经理  44950971  ...   \n",
       " 37                                     产品经理(MCU及模拟芯片)  58058267  ...   \n",
       " 38                            Product Manager(J22321)  41730275  ...   \n",
       " 39                          Assistant Product Manager  47442515  ...   \n",
       " \n",
       "     recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0               False  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 1               False  ee49a5b19513b4b4cbc4d6451ed6ad76   \n",
       " 2               False  2960e1dd4ce46faade001c8e4989d9a9   \n",
       " 3               False  f7061583608d466648f563b437c984df   \n",
       " 4               False  f44513a60a7f3512576eed20406847f6   \n",
       " 5               False  9138795949850e06f6112c36f6e0924e   \n",
       " 6               False  bd690c1eac66124fd84e8a503a341b3b   \n",
       " 7               False  85821276972d8d852f218de2b8a68ffa   \n",
       " 8               False  10dc0c664201454f5b85b2e6ff43670b   \n",
       " 9               False  83dd8658d5db2824e6af85eaf0186f7e   \n",
       " 10              False  27cceba9f4400aefa17f42dc12f481e6   \n",
       " 11              False  3a13bbaa4412b06a041a76b32f2234c4   \n",
       " 12              False  00f1e068c208c82dd81925ecd84f4caf   \n",
       " 13              False  0144ec23cce58f5ae42762a3e526586d   \n",
       " 14              False  94aa02f75bfb7dc9e3caa8f53100c40c   \n",
       " 15              False  e39ce2c8c2db64742055f2c263187f56   \n",
       " 16              False  b44b41c2af870fb087649c0392828c8d   \n",
       " 17              False  488ff0309b242d162717cbff2c0073d4   \n",
       " 18              False  ce8e6da1637448dd96c6c466b52c3cc7   \n",
       " 19              False  f630f25761a62facd0010bf3f17ac9c7   \n",
       " 20              False  540e055066adfbeb72080f7aff80017a   \n",
       " 21              False  891ecefc1263e05d04056fd9f1e17aec   \n",
       " 22              False  530218cbcf3ca2e9b086636fc03ff238   \n",
       " 23              False  0132e313250023c7ab2c4534d49fd368   \n",
       " 24              False  4e4cea6427c2486ffd771a3c1c6f5b01   \n",
       " 25              False  47a69b9055bc2dbcbf753547b8f964e3   \n",
       " 26              False  c12950bed466cca251999595c24106cc   \n",
       " 27              False  3d038e27364d96a766dd2c28c367ab78   \n",
       " 28              False  71013c425a1b2e9619c383f0e447006d   \n",
       " 29              False  6bae54d92fc6133aa2ea432dc02fd5ad   \n",
       " 30              False  036bf5b81c7f470d281a3d4d48572cc0   \n",
       " 31              False  71b30988cb7d6f47fd283447bf1c174f   \n",
       " 32              False  4f5010a17d577ad3d5d01b8053d20ca9   \n",
       " 33              False  ee49a5b19513b4b4cbc4d6451ed6ad76   \n",
       " 34              False  9dad043a7bf88597fa35dd2fe8da2942   \n",
       " 35              False  0357dfdc49d1c5bf05cc3533f38cabfd   \n",
       " 36              False  46bd7d2387f63a7ace3f0101857b1f98   \n",
       " 37              False  8e53d64fd7cb6e1d2b418c8a36d6d402   \n",
       " 38              False  d4eb87e0fc94a3b1360ac85ef1fc6d0f   \n",
       " 39              False  0117213dc15f4d37bea5b8e370ad6fae   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compId      comp.compName  \\\n",
       " 0    5f8f98648dbe6273dcf8515508u.jpg   8506529.0                丹纳赫   \n",
       " 1    5f8f98698dbe6273dcf8516008u.jpg   8502819.0               通用汽车   \n",
       " 2    5f8f986c79c7cc70efbf36c808u.jpg   4426009.0             勃林格殷格翰   \n",
       " 3    627b1b18ce74957598036cc404u.png   8842292.0               韩领科技   \n",
       " 4    5f8f986779c7cc70efbf36c008u.jpg  12677765.0     硕腾(上海)企业管理有限公司   \n",
       " 5    5f8f98648dbe6273dcf8515508u.jpg   8549604.0       电通(上海)投资有限公司   \n",
       " 6    5f8fa3bddfb13a7dee343d7608u.png         NaN              某知名公司   \n",
       " 7    5f8f9865ea60860b75384fa508u.jpg  12982263.0          SynthAsia   \n",
       " 8    5f8fa3baf6d1ab58476f324908u.png         NaN              某知名公司   \n",
       " 9    5f8f9865ea60860b75384fa508u.jpg   7871326.0               辉瑞中国   \n",
       " 10   5f8f9863f6d1ab58476f246a08u.jpg   8634688.0      昕诺飞（中国）投资有限公司   \n",
       " 11   61ca5bcf88dc27115823382806u.png         NaN          某大型代招有限公司   \n",
       " 12   5f8f9866dfb13a7dee342f1808u.jpg  10014227.0       莫仕(中国)投资有限公司   \n",
       " 13   6209b037b3802c5591c642e203u.png         NaN            某上海石化公司   \n",
       " 14   5f4dd7b3ea60860b750feed802u.jpg         NaN          某国内大型制药公司   \n",
       " 15   601fb13d2500e5273ee647ac05u.jpg         NaN          国际知名自动化厂商   \n",
       " 16  6318378095ee1c041433d23a07u.jpeg         NaN          某大型医疗器械公司   \n",
       " 17   5f8f9863f6d1ab58476f246a08u.jpg   8210991.0             NVIDIA   \n",
       " 18   5f8f986779c7cc70efbf36c008u.jpg    167530.0             GE医疗中国   \n",
       " 19   5f8f986779c7cc70efbf36c008u.jpg   4745585.0                丝芙兰   \n",
       " 20   5f8f9866dfb13a7dee342f1808u.jpg   7908003.0                英谛捷   \n",
       " 21   63e3b05f4b15ad2cab01ace005u.png         NaN          某国内大型制药公司   \n",
       " 22   5f8f9866dfb13a7dee342f1808u.jpg   1545562.0           Memblaze   \n",
       " 23   5f8f986aea60860b75384fab08u.jpg   8275623.0               康方生物   \n",
       " 24   648322a2d532436293475eef06u.png         NaN        某上海大型服装服饰公司   \n",
       " 25   5f8f9866dfb13a7dee342f1808u.jpg   8727981.0                福腾宝   \n",
       " 26   5f8f9868f6d1ab58476f24a008u.jpg  13445523.0       上海又为健康科技有限公司   \n",
       " 27   5f8f9865ea60860b75384fa508u.jpg    182339.0               携程集团   \n",
       " 28   5f8f98648dbe6273dcf8515508u.jpg   9389777.0     科医国际贸易(上海)有限公司   \n",
       " 29   5f8f986779c7cc70efbf36c008u.jpg   7194487.0       凯捷咨询(中国)有限公司   \n",
       " 30   5f8f9866dfb13a7dee342f1808u.jpg  12280459.0   黎傲市场营销策划(上海)有限公司   \n",
       " 31   60b6eee267e2645716091d7801u.png         NaN          某上海大型化工公司   \n",
       " 32   5f8f986779c7cc70efbf36c008u.jpg   8941919.0     雅诗兰黛(上海)商贸有限公司   \n",
       " 33   5f8f98698dbe6273dcf8516008u.jpg   8502819.0               通用汽车   \n",
       " 34   5f8f986bdfb13a7dee342f2108u.jpg  12518769.0            EHSCity   \n",
       " 35   5be945038e50de530bc5c87504a.jpg   8979802.0   三生国健药业(上海)股份有限公司   \n",
       " 36   5d6db57428021708fa321b7703u.jpg         NaN          某国内大型制药公司   \n",
       " 37   5be4eff58e50b2deb6528cf804a.jpg   9815649.0       帕智电子(上海)有限公司   \n",
       " 38   5f8f9865ea60860b75384fa508u.jpg    182339.0               携程集团   \n",
       " 39   5f8f9865ea60860b75384fa508u.jpg   8353297.0  中微半导体设备(上海)股份有限公司   \n",
       " \n",
       "                        comp.compLogo comp.compScale comp.compIndustry  \\\n",
       " 0    5952237b7032381b6822192505a.jpg    5000-10000人              医疗器械   \n",
       " 1    620db92add77d50cb82e7d3504u.png       500-999人              整车制造   \n",
       " 2    5bfe946274719dc6ed73e9f703a.png     2000-5000人                制药   \n",
       " 3    6281b8097933ee37f03bf0c508u.png       500-999人              电子商务   \n",
       " 4    61b07937d0458d53c627567e02u.jpg       500-999人                制药   \n",
       " 5    620f12014683bc2048ab4bb604u.png     2000-5000人          广告/公关/会展   \n",
       " 6    60e2fe0bf3df194a3c48adb502u.png       10000人以上                制药   \n",
       " 7    6194685266534c58e0ee426a03u.png       100-499人              医药流通   \n",
       " 8    60e2fe0bf3df194a3c48adb502u.png       10000人以上                建材   \n",
       " 9    6204d6612e8e105578d272cf08u.png    5000-10000人                制药   \n",
       " 10   5c249b0c23c8e0a82c7994c403u.jpg     2000-5000人       电子/半导体/集成电路   \n",
       " 11   60e2fe0bf3df194a3c48adb502u.png     1000-2000人            汽车/摩托车   \n",
       " 12   5d5a20e381fb1a0d6f75cbc901u.jpg       10000人以上       电子/半导体/集成电路   \n",
       " 13   60e2fe0bf3df194a3c48adb502u.png       100-499人                石化   \n",
       " 14   60e2fe0bf3df194a3c48adb502u.png     1000-2000人                制药   \n",
       " 15   60e2fe0bf3df194a3c48adb502u.png       10000人以上             工业自动化   \n",
       " 16   60e2fe0bf3df194a3c48adb502u.png     2000-5000人              医疗器械   \n",
       " 17   5f3248d730c37c3d011e225905u.png       10000人以上       电子/半导体/集成电路   \n",
       " 18   63b69733aaee5468b67f6c2105u.png       10000人以上              医疗器械   \n",
       " 19   5f69a869dfb13a7dee233de208u.png       500-999人             批发/零售   \n",
       " 20   5bfe911c74719d35745ac45303a.png         50-99人            专业技术服务   \n",
       " 21   60e2fe0bf3df194a3c48adb502u.png       10000人以上                制药   \n",
       " 22   5bfe993e74719df0ac99989b03a.png       100-499人             计算机硬件   \n",
       " 23   5bfe916674719d35745ad29703a.png     2000-5000人                制药   \n",
       " 24   60e2fe0bf3df194a3c48adb502u.png       10000人以上          服装/纺织/皮革   \n",
       " 25   598c068a70329a5af7335c9704a.jpg       500-999人             批发/零售   \n",
       " 26   640016e22c92e34180480de405u.png         50-99人            科技推广服务   \n",
       " 27   5f4de484f6d1ab584745de6d05u.jpg       10000人以上               互联网   \n",
       " 28   5bfe97f374719df0ac99559103a.png     2000-5000人                制药   \n",
       " 29   5c0741304e50bc822c8556d102u.png    5000-10000人            专业技术服务   \n",
       " 30  5eeb0f58f3eec46a322ff24b03u.jpeg       100-499人          广告/公关/会展   \n",
       " 31   60e2fe0bf3df194a3c48adb502u.png     2000-5000人                化工   \n",
       " 32   5a742b7d8e5056aadc91986a06a.png     2000-5000人                日化   \n",
       " 33   620db92add77d50cb82e7d3504u.png       500-999人              整车制造   \n",
       " 34   5fedac06bebf7311a41cc9b307u.png         50-99人              咨询服务   \n",
       " 35   5dc3baf5cd52473b94bc804d04u.png     2000-5000人                制药   \n",
       " 36   60e2fe0bf3df194a3c48adb502u.png     1000-2000人                制药   \n",
       " 37   61b07937d0458d53c627567e02u.jpg         50-99人             批发/零售   \n",
       " 38   5f4de484f6d1ab584745de6d05u.jpg       10000人以上               互联网   \n",
       " 39   5d43d5c181fb1a0d6f64be1b05u.png       500-999人       电子/半导体/集成电路   \n",
       " \n",
       "                                    comp.link comp.compStage  \n",
       " 0    https://www.liepin.com/company/8506529/            NaN  \n",
       " 1    https://www.liepin.com/company/8502819/            NaN  \n",
       " 2    https://www.liepin.com/company/4426009/            NaN  \n",
       " 3    https://www.liepin.com/company/8842292/            NaN  \n",
       " 4   https://www.liepin.com/company/12677765/            NaN  \n",
       " 5    https://www.liepin.com/company/8549604/            NaN  \n",
       " 6                                                     不需要融资  \n",
       " 7   https://www.liepin.com/company/12982263/            NaN  \n",
       " 8                                                     融资未公开  \n",
       " 9    https://www.liepin.com/company/7871326/            NaN  \n",
       " 10   https://www.liepin.com/company/8634688/            已上市  \n",
       " 11                                                    融资未公开  \n",
       " 12  https://www.liepin.com/company/10014227/            NaN  \n",
       " 13                                                    融资未公开  \n",
       " 14                                                     战略融资  \n",
       " 15                                                    融资未公开  \n",
       " 16                                                      已上市  \n",
       " 17   https://www.liepin.com/company/8210991/            NaN  \n",
       " 18    https://www.liepin.com/company/167530/            NaN  \n",
       " 19   https://www.liepin.com/company/4745585/            NaN  \n",
       " 20   https://www.liepin.com/company/7908003/            NaN  \n",
       " 21                                                    融资未公开  \n",
       " 22   https://www.liepin.com/company/1545562/            NaN  \n",
       " 23   https://www.liepin.com/company/8275623/           港股上市  \n",
       " 24                                                    融资未公开  \n",
       " 25   https://www.liepin.com/company/8727981/            NaN  \n",
       " 26  https://www.liepin.com/company/13445523/            NaN  \n",
       " 27    https://www.liepin.com/company/182339/           美股上市  \n",
       " 28   https://www.liepin.com/company/9389777/            NaN  \n",
       " 29   https://www.liepin.com/company/7194487/            NaN  \n",
       " 30  https://www.liepin.com/company/12280459/          融资未公开  \n",
       " 31                                                    融资未公开  \n",
       " 32   https://www.liepin.com/company/8941919/            NaN  \n",
       " 33   https://www.liepin.com/company/8502819/            NaN  \n",
       " 34  https://www.liepin.com/company/12518769/            NaN  \n",
       " 35   https://www.liepin.com/company/8979802/            已上市  \n",
       " 36                                                     战略融资  \n",
       " 37   https://www.liepin.com/company/9815649/            NaN  \n",
       " 38    https://www.liepin.com/company/182339/           美股上市  \n",
       " 39   https://www.liepin.com/company/8353297/          科创板上市  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2256352405%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2244953967%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2253811191%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2244866897%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2257669765%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2256153861%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2253726115%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2253811187%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2245575843%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2249244591%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2231423863%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2245941875%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2241598333%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2244702165%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2255990969%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2236402281%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2246452009%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2257659971%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2252972431%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2226837003%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2256300749%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2251910243%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2258357999%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%2245590481%22%2C%22ckId%22%3...   \n",
       " 24  %7B%22jobId%22%3A%2255763861%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2243633327%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2252728191%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2245070267%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2250727307%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2248757815%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2243806061%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2241030469%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2252373245%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2253708849%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2240987781%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2243453809%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2246718389%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2255028667%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2244631731%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2222986001%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"56352405\",\"userId\":\"ade0801c8e79829f...   \n",
       " 1   {\"jobId\":\"44953967\",\"userId\":\"7603635232b5a932...   \n",
       " 2   {\"jobId\":\"53811191\",\"userId\":\"414e0ee3e254761c...   \n",
       " 3   {\"jobId\":\"44866897\",\"userId\":\"aa3c08b8645f8050...   \n",
       " 4   {\"jobId\":\"57669765\",\"userId\":\"719c63e1ee354631...   \n",
       " 5   {\"jobId\":\"56153861\",\"userId\":\"a5eb63df30972767...   \n",
       " 6   {\"jobId\":\"53726115\",\"userId\":\"79ce2ea2f0caf93b...   \n",
       " 7   {\"jobId\":\"53811187\",\"userId\":\"414e0ee3e254761c...   \n",
       " 8   {\"jobId\":\"45575843\",\"userId\":\"7832ea24c53421ab...   \n",
       " 9   {\"jobId\":\"49244591\",\"userId\":\"c10cfe3515323dbe...   \n",
       " 10  {\"jobId\":\"31423863\",\"userId\":\"0487103051b230c2...   \n",
       " 11  {\"jobId\":\"45941875\",\"userId\":\"cea3786b33415d9a...   \n",
       " 12  {\"jobId\":\"41598333\",\"userId\":\"2b1f712d0655c9cb...   \n",
       " 13  {\"jobId\":\"44702165\",\"userId\":\"31d4be79dd765ddd...   \n",
       " 14  {\"jobId\":\"55990969\",\"userId\":\"c034bd7ee0fc02b1...   \n",
       " 15  {\"jobId\":\"36402281\",\"userId\":\"d4eb87e0fc94a3b1...   \n",
       " 16  {\"jobId\":\"46452009\",\"userId\":\"f423e4064abdaad1...   \n",
       " 17  {\"jobId\":\"57659971\",\"userId\":\"2fb3b8dd30091360...   \n",
       " 18  {\"jobId\":\"52972431\",\"userId\":\"169db6fcd32e6c90...   \n",
       " 19  {\"jobId\":\"26837003\",\"userId\":\"c10cfe3515323dbe...   \n",
       " 20  {\"jobId\":\"56300749\",\"userId\":\"8224eafb1a6eba23...   \n",
       " 21  {\"jobId\":\"51910243\",\"userId\":\"4422523236d0307f...   \n",
       " 22  {\"jobId\":\"58357999\",\"userId\":\"53a462885f656533...   \n",
       " 23  {\"jobId\":\"45590481\",\"userId\":\"d8fa4e2309209f2d...   \n",
       " 24  {\"jobId\":\"55763861\",\"userId\":\"1f6627f90a203876...   \n",
       " 25  {\"jobId\":\"43633327\",\"userId\":\"2b1f712d0655c9cb...   \n",
       " 26  {\"jobId\":\"52728191\",\"userId\":\"414e0ee3e254761c...   \n",
       " 27  {\"jobId\":\"45070267\",\"userId\":\"d6c73890b54be35a...   \n",
       " 28  {\"jobId\":\"50727307\",\"userId\":\"39b928a2cc4326b0...   \n",
       " 29  {\"jobId\":\"48757815\",\"userId\":\"b4c4a2e59c461ab4...   \n",
       " 30  {\"jobId\":\"43806061\",\"userId\":\"c1aae8cf31de5d46...   \n",
       " 31  {\"jobId\":\"41030469\",\"userId\":\"414e0ee3e254761c...   \n",
       " 32  {\"jobId\":\"52373245\",\"userId\":\"55c33f96fb0e445d...   \n",
       " 33  {\"jobId\":\"53708849\",\"userId\":\"87f2186fd0e069ad...   \n",
       " 34  {\"jobId\":\"40987781\",\"userId\":\"5bb285a78cd7357c...   \n",
       " 35  {\"jobId\":\"43453809\",\"userId\":\"1c914a12899ce937...   \n",
       " 36  {\"jobId\":\"46718389\",\"userId\":\"2706f66bed68dcf0...   \n",
       " 37  {\"jobId\":\"55028667\",\"userId\":\"64b1c223c4b83417...   \n",
       " 38  {\"jobId\":\"44631731\",\"userId\":\"37a9197144eb7b01...   \n",
       " 39  {\"jobId\":\"22986001\",\"userId\":\"46e4aa2a671c2ddd...   \n",
       " \n",
       "                                            job.labels  job.advViewFlag  \\\n",
       " 0               [数据产品, 汽车行业, 电子/半导体/集成电路, 产品规划, 数据分析]            False   \n",
       " 1                                                  []            False   \n",
       " 2                                       [电子/半导体/集成电路]            False   \n",
       " 3                                     [儿科, ivd, 中央市场]            False   \n",
       " 4                                                  []            False   \n",
       " 5                                                  []            False   \n",
       " 6                                                  []            False   \n",
       " 7                                                  []            False   \n",
       " 8                                                  []            False   \n",
       " 9                                              [汽车行业]            False   \n",
       " 10                                                 []            False   \n",
       " 11                                                 []            False   \n",
       " 12                                                 []            False   \n",
       " 13                                                 []            False   \n",
       " 14                                                 []            False   \n",
       " 15                                                 []            False   \n",
       " 16                                             [电子商务]            False   \n",
       " 17                     [工具产品, 策略产品, 团队管理, 产品规划, 产品优化]            False   \n",
       " 18                                           [SaaS系统]            False   \n",
       " 19                                                 []            False   \n",
       " 20                                                 []            False   \n",
       " 21                                 [工具产品, 产品规划, 团队管理]            False   \n",
       " 22                                                 []            False   \n",
       " 23                 [数据产品, 产品设计, SQL, Power BI, 可视化产品]            False   \n",
       " 24  [SaaS产品, 数据产品, 工具产品, IT互联网, to B, 产品规划, 需求分析, ...            False   \n",
       " 25                                                 []            False   \n",
       " 26                                      [电子/半导体/集成电路]            False   \n",
       " 27                                                 []            False   \n",
       " 28                                                 []            False   \n",
       " 29                                             [软件行业]            False   \n",
       " 30                                                 []            False   \n",
       " 31                                                 []            False   \n",
       " 32           [AI人工智能产品, 数据产品, 需求分析, 产品设计, 需求调研, 对话产品]            False   \n",
       " 33                         [区块链, 科技金融, 商业/交易产品, 海外用户]            False   \n",
       " 34                                             [冷冻速食]            False   \n",
       " 35                                                 []            False   \n",
       " 36                                           [平台产品经理]            False   \n",
       " 37                                       [电子元器件, FAE]            False   \n",
       " 38                                 [产品经理, 英语流利, 机器学习]            False   \n",
       " 39                                                 []            False   \n",
       " \n",
       "    job.jobId                                          job.title  job.salary  \\\n",
       " 0   56352405                                        产品经理（汽车/工业）      15-30k   \n",
       " 1   44953967                                               产品经理  28-40k·14薪   \n",
       " 2   53811191           产品线经理 总部1 (职位编号：2022013、2022014、2022016)      15-30k   \n",
       " 3   44866897                                               产品经理  25-40k·18薪   \n",
       " 4   57669765             Software Product Manager-OA (MJ008115)      20-40k   \n",
       " 5   56153861                                       产品经理(J11529)  15-25k·15薪   \n",
       " 6   53726115                                      电子胶产品经理G00215  15-25k·13薪   \n",
       " 7   53811187                                            助理产品线经理       8-13k   \n",
       " 8   45575843                                             高级产品经理      40-60k   \n",
       " 9   49244591                                               产品经理      16-35k   \n",
       " 10  31423863                                               产品经理  18-25k·18薪   \n",
       " 11  45941875                                             高级产品经理      30-50k   \n",
       " 12  41598333                                       信用卡贷款管理-产品经理        薪资面议   \n",
       " 13  44702165                                             PM/SPM      30-35k   \n",
       " 14  55990969                                           智能硬件产品经理      15-25k   \n",
       " 15  36402281                                             高级产品经理        薪资面议   \n",
       " 16  46452009                                        策略产品经理-巨量千川      20-23k   \n",
       " 17  57659971                                 PM-API产品经理(J10514)        薪资面议   \n",
       " 18  52972431                               SaaS Product Manager  30-50k·13薪   \n",
       " 19  26837003                                               产品经理        薪资面议   \n",
       " 20  56300749                                           继电保护产品经理        薪资面议   \n",
       " 21  51910243                                          产品经理（SPD）        薪资面议   \n",
       " 22  58357999  Product Manager (International Business)-MR/MI...      14-25k   \n",
       " 23  45590481                                数据产品经理（PBI+可视化产品设计）  25-30k·13薪   \n",
       " 24  55763861                                           Saas产品经理  25-50k·14薪   \n",
       " 25  43633327                  Wealth Management Product Manager        薪资面议   \n",
       " 26  52728191                                        助理产品线经理 华东1       9-15k   \n",
       " 27  45070267                                               产品经理        薪资面议   \n",
       " 28  50727307                                             高级产品经理      40-60k   \n",
       " 29  48757815                                    Product manager  15-20k·14薪   \n",
       " 30  43806061     Principal Product Manager - Shopping Solutions  25-45k·18薪   \n",
       " 31  41030469                                              产品线经理      10-15k   \n",
       " 32  52373245                   Associate Product Manager(X0631)      10-14k   \n",
       " 33  53708849                                    Product Manager      15-25k   \n",
       " 34  40987781                                             食品产品经理       8-12k   \n",
       " 35  43453809                        产品经理/总监 （快消品-市场背景）-- 新品上市管理        薪资面议   \n",
       " 36  46718389                               高级平台产品经理——百度VR多人互动平台  20-40k·16薪   \n",
       " 37  55028667                                            元器件产品经理      25-30k   \n",
       " 38  44631731          Product Manager, Auction and Ads Delivery  15-30k·18薪   \n",
       " 39  22986001                                             资深产品经理  20-25k·13薪   \n",
       " \n",
       "      job.dq job.requireEduLevel job.refreshTime  ... recruiter.imUserType  \\\n",
       " 0    上海-徐汇区                  本科  20230615173209  ...                    2   \n",
       " 1        上海               硕士及以上  20230616183007  ...                    2   \n",
       " 2        上海                  本科  20230413182945  ...                    2   \n",
       " 3        上海                统招本科  20230616183007  ...                    2   \n",
       " 4        上海                统招本科  20230411154920  ...                    2   \n",
       " 5    上海-闵行区                统招本科  20230320084827  ...                    2   \n",
       " 6   上海-浦东新区                统招本科  20230615095154  ...                    2   \n",
       " 7        上海                  本科  20230413183018  ...                    2   \n",
       " 8        上海               本科及以上  20230424110328  ...                    2   \n",
       " 9    上海-闵行区                  本科  20230610202419  ...                    2   \n",
       " 10   上海-普陀区                  大专  20230321100719  ...                    2   \n",
       " 11       上海               本科及以上  20230509104808  ...                    2   \n",
       " 12       上海                统招本科  20211015193551  ...                    2   \n",
       " 13       上海               硕士及以上  20230510095805  ...                    2   \n",
       " 14   上海-闵行区                  本科  20230403143617  ...                    2   \n",
       " 15   上海-长宁区                  本科  20230616135243  ...                    2   \n",
       " 16   上海-杨浦区                  本科  20230510015531  ...                    2   \n",
       " 17       上海                  本科  20230614083238  ...                    2   \n",
       " 18  上海-浦东新区                统招本科  20230510142658  ...                    2   \n",
       " 19       上海                  本科  20230610202429  ...                    2   \n",
       " 20  上海-浦东新区                统招本科  20230221104931  ...                    2   \n",
       " 21   上海-闵行区                  本科  20230612102634  ...                    2   \n",
       " 22   上海-嘉定区                统招本科  20230508104143  ...                    2   \n",
       " 23   上海-静安区                统招本科  20230424153450  ...                    2   \n",
       " 24   上海-徐汇区                统招本科  20230202182355  ...                    2   \n",
       " 25       上海                  本科  20211015193551  ...                    2   \n",
       " 26   上海-徐汇区                  本科  20230413183607  ...                    2   \n",
       " 27   上海-嘉定区                  本科  20211122184409  ...                    2   \n",
       " 28   上海-黄浦区                  本科  20220628155553  ...                    2   \n",
       " 29  上海-浦东新区                  本科  20221128094739  ...                    2   \n",
       " 30       上海                统招本科  20211021193746  ...                    2   \n",
       " 31       上海                  本科  20230413184921  ...                    2   \n",
       " 32   上海-静安区                  本科  20220905103306  ...                    2   \n",
       " 33   上海-静安区                  本科  20230616103841  ...                    2   \n",
       " 34       上海                  本科  20221207180111  ...                    2   \n",
       " 35       上海                统招本科  20210923093355  ...                    2   \n",
       " 36  上海-浦东新区                  本科  20220130005414  ...                    2   \n",
       " 37   上海-普陀区                  本科  20221226164522  ...                    2   \n",
       " 38   上海-闵行区                统招本科  20211108144539  ...                    2   \n",
       " 39   上海-黄浦区                  本科  20191122164948  ...                    2   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   ade0801c8e79829f2f68035f26a821e6  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 1   7603635232b5a93241a10dd53cbcf26c  622c1755f34f801089000f1308u.png   \n",
       " 2   414e0ee3e254761c16663f8c975a57d8  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 3   aa3c08b8645f805028790eccb5c407de  62c3964a25b5ea398bf7e68603u.jpg   \n",
       " 4   719c63e1ee354631076900abd3e6590e  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 5   a5eb63df309727674a8477b3ab607c9b  5f8f986aea60860b75384fab08u.jpg   \n",
       " 6   79ce2ea2f0caf93b53c15673974845dd  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 7   414e0ee3e254761c16663f8c975a57d8  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 8   7832ea24c53421ab7a9e1f51e8e61470  5dca159547b2f02171c5e10005u.jpg   \n",
       " 9   c10cfe3515323dbea5ff1a0d53761af2  5591f94c0cf2749d9c7363ca03a.png   \n",
       " 10  0487103051b230c2a08a76a5f0ad9f15  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 11  cea3786b33415d9a78d9d96e0431c310  5f8fa3b979c7cc70efbf445908u.png   \n",
       " 12  2b1f712d0655c9cba02c4ad8277c6e78  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13  31d4be79dd765dddbf22e41fd35a6fcd  641292bc3c488720c74dc02d02u.png   \n",
       " 14  c034bd7ee0fc02b140d28e4d2afea0d9  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 15  d4eb87e0fc94a3b1360ac85ef1fc6d0f  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 16  f423e4064abdaad1bb191a4e7a375a72  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 17  2fb3b8dd30091360b0493f19acee3628  54d1e77d712e7147fd808afb02c.jpg   \n",
       " 18  169db6fcd32e6c90631a32109e4473b2  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 19  c10cfe3515323dbea5ff1a0d53761af2  5591f94c0cf2749d9c7363ca03a.png   \n",
       " 20  8224eafb1a6eba2357ee9fb6cd32f2be  5f8f986aea60860b75384fab08u.jpg   \n",
       " 21  4422523236d0307fc2c7362a1adb6c91  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 22  53a462885f656533104e507e1ab469b0  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 23  d8fa4e2309209f2d40e33e51206b08e4  62e88ca725b5ea398bf801d205u.jpg   \n",
       " 24  1f6627f90a203876a115276ac7452e6d  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 25  2b1f712d0655c9cba02c4ad8277c6e78  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 26  414e0ee3e254761c16663f8c975a57d8  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 27  d6c73890b54be35ae486129adf62bf0e  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 28  39b928a2cc4326b0df5628a40a954f20  609497c6fd080d27c9e62f9e03u.png   \n",
       " 29  b4c4a2e59c461ab46814ac49e677c174  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 30  c1aae8cf31de5d46eba0c630f65d8ff2  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 31  414e0ee3e254761c16663f8c975a57d8  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 32  55c33f96fb0e445d18c01dcc2acc39d1  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 33  87f2186fd0e069ad8de44de18a7df8ed  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 34  5bb285a78cd7357c296582b36439d707  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 35  1c914a12899ce937c3b9ae0ab87f05cf  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 36  2706f66bed68dcf072b533e69bc2dad9  61ced257e1107458f6f1c52907u.png   \n",
       " 37  64b1c223c4b834171d87372648e28469  6396ccf06d3f33160a79bd1108u.png   \n",
       " 38  37a9197144eb7b01ddc40fcf5cc67020  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 39  46e4aa2a671c2dddc7fc3924abb903b4  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " \n",
       "    comp.compScale comp.compIndustry comp.compStage  \\\n",
       " 0        100-499人       电子/半导体/集成电路           港股上市   \n",
       " 1      1000-2000人                制药           战略融资   \n",
       " 2        100-499人       电子/半导体/集成电路            已上市   \n",
       " 3          50-99人                制药          融资未公开   \n",
       " 4        10000人以上             新能源汽车            NaN   \n",
       " 5      1000-2000人             计算机硬件            已上市   \n",
       " 6      2000-5000人                化工            NaN   \n",
       " 7        100-499人       电子/半导体/集成电路            已上市   \n",
       " 8        500-999人                日化          不需要融资   \n",
       " 9        100-499人       电子/半导体/集成电路            NaN   \n",
       " 10       100-499人       电子/半导体/集成电路         沪深A股上市   \n",
       " 11          1-49人            人力资源服务            NaN   \n",
       " 12       500-999人                银行            NaN   \n",
       " 13     2000-5000人                制药          融资未公开   \n",
       " 14         50-99人       电子/半导体/集成电路          融资未公开   \n",
       " 15       10000人以上               互联网           美股上市   \n",
       " 16       10000人以上               互联网             其他   \n",
       " 17       500-999人             机械/设备            NaN   \n",
       " 18       100-499人               互联网            NaN   \n",
       " 19       100-499人       电子/半导体/集成电路            NaN   \n",
       " 20       10000人以上       电力/热力/燃气/水务       其他股票市场上市   \n",
       " 21       100-499人           电气机械/器材            NaN   \n",
       " 22    5000-10000人              医疗器械             B轮   \n",
       " 23       10000人以上                制药          不需要融资   \n",
       " 24       500-999人               互联网             D轮   \n",
       " 25       500-999人                银行            NaN   \n",
       " 26       100-499人       电子/半导体/集成电路            已上市   \n",
       " 27       100-499人       电子/半导体/集成电路          新三板上市   \n",
       " 28    5000-10000人            人力资源服务            NaN   \n",
       " 29          1-49人            专业技术服务            NaN   \n",
       " 30       10000人以上               互联网             其他   \n",
       " 31       100-499人       电子/半导体/集成电路            已上市   \n",
       " 32          1-49人              IT服务           战略投资   \n",
       " 33         50-99人               区块链             C轮   \n",
       " 34          1-49人          食品/饮料/酒水            天使轮   \n",
       " 35       10000人以上             批发/零售            已上市   \n",
       " 36       10000人以上             计算机软件            已上市   \n",
       " 37          1-49人            专业技术服务          融资未公开   \n",
       " 38       10000人以上               互联网             其他   \n",
       " 39          1-49人            贸易/进出口            天使轮   \n",
       " \n",
       "                       comp.compLogo       comp.compName comp.compId  \\\n",
       " 0   5cfe03349fae687d4388193302u.jpg         深圳市芯智科技有限公司   7908205.0   \n",
       " 1   60e2fe0bf3df194a3c48adb502u.png           某国内大型制药公司         NaN   \n",
       " 2   5928f39a7032882fc39925b104a.jpg                润欣科技   8164187.0   \n",
       " 3   60e2fe0bf3df194a3c48adb502u.png               某知名公司         NaN   \n",
       " 4   636685295f464d5d0800357c02u.png       特斯拉汽车（北京）有限公司   8626076.0   \n",
       " 5   5bfea01374719d2aa34be4ab03a.png                 广和通   9428719.0   \n",
       " 6   58aced317032173553b895ad04a.png    H. B. Fuller 富乐胶   8670532.0   \n",
       " 7   5928f39a7032882fc39925b104a.jpg                润欣科技   8164187.0   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png               某知名公司         NaN   \n",
       " 9   5bfea1ee74719d2aa34c412a03a.png                商络集团   7919617.0   \n",
       " 10  5bfe9c1474719df0ac9a24de03a.png              福建睿能科技   7977355.0   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png         某国内人力资源服务公司         NaN   \n",
       " 12  5bfe9e9774719d2aa34b9af903a.png                花旗银行   8642802.0   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png             某大型制药公司         NaN   \n",
       " 14  61a325691bd4fb704edcc4e604u.jpg        上海三下电子科技有限公司  13419007.0   \n",
       " 15  5f4de484f6d1ab584745de6d05u.jpg                携程集团    182339.0   \n",
       " 16  5d887b5528021708fa52b44403u.jpg                字节跳动   7863078.0   \n",
       " 17  5bfe914774719d35745acc8e03a.png          上海凯士比泵有限公司   8233966.0   \n",
       " 18  5b3daa428e508f32d9616c9704a.jpg      瞬已网络科技(上海)有限公司   8954036.0   \n",
       " 19  5bfea1ee74719d2aa34c412a03a.png                商络集团   7919617.0   \n",
       " 20  5e93bff65a1a60079d6b7ec108u.png               施耐德电气   2547498.0   \n",
       " 21  5bfea39374719d2aa34c901503a.png                 德和盛   5564821.0   \n",
       " 22  5e9d13d48290a17b146617c507u.png                上海联影  12440409.0   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png             某大型制药公司         NaN   \n",
       " 24  5bfffa8074719da073f0c62c03u.png             patsnap   2494938.0   \n",
       " 25  5bfe9e9774719d2aa34b9af903a.png                花旗银行   8642802.0   \n",
       " 26  5928f39a7032882fc39925b104a.jpg                润欣科技   8164187.0   \n",
       " 27  61b07937d0458d53c627567e02u.jpg      上海源悦汽车电子股份有限公司  12912725.0   \n",
       " 28  5c4970d4509919607f6b701f06u.png        Michael Page   1790705.0   \n",
       " 29  61b07937d0458d53c627567e02u.jpg        上海他伽商务咨询有限公司  12667027.0   \n",
       " 30  5d887b5528021708fa52b44403u.jpg                字节跳动   7863078.0   \n",
       " 31  5928f39a7032882fc39925b104a.jpg                润欣科技   8164187.0   \n",
       " 32  61b07937d0458d53c627567e02u.jpg        上海茗日智能科技有限公司  10079317.0   \n",
       " 33  636a1a495c34912721fdd12507u.jpg                 财未来  13346471.0   \n",
       " 34  61b07937d0458d53c627567e02u.jpg        上海佐言电子商务有限公司  12819433.0   \n",
       " 35  5c9334a7509919fa0e8f870c05u.png  上海豫园旅游商城(集团)股份有限公司   8085019.0   \n",
       " 36  5bfe8f3774719d35745a654803a.png          百度(中国)有限公司   9802275.0   \n",
       " 37  61b07937d0458d53c627567e02u.jpg       上海易馨微电子科技有限公司  10170705.0   \n",
       " 38  5d887b5528021708fa52b44403u.jpg                字节跳动   7863078.0   \n",
       " 39  5bfe9f2274719d2aa34bb60203a.png        SILVER CROSS   9448392.0   \n",
       " \n",
       "                                    comp.link  \n",
       " 0    https://www.liepin.com/company/7908205/  \n",
       " 1                                             \n",
       " 2    https://www.liepin.com/company/8164187/  \n",
       " 3                                             \n",
       " 4    https://www.liepin.com/company/8626076/  \n",
       " 5    https://www.liepin.com/company/9428719/  \n",
       " 6    https://www.liepin.com/company/8670532/  \n",
       " 7    https://www.liepin.com/company/8164187/  \n",
       " 8                                             \n",
       " 9    https://www.liepin.com/company/7919617/  \n",
       " 10   https://www.liepin.com/company/7977355/  \n",
       " 11                                            \n",
       " 12   https://www.liepin.com/company/8642802/  \n",
       " 13                                            \n",
       " 14  https://www.liepin.com/company/13419007/  \n",
       " 15    https://www.liepin.com/company/182339/  \n",
       " 16   https://www.liepin.com/company/7863078/  \n",
       " 17   https://www.liepin.com/company/8233966/  \n",
       " 18   https://www.liepin.com/company/8954036/  \n",
       " 19   https://www.liepin.com/company/7919617/  \n",
       " 20   https://www.liepin.com/company/2547498/  \n",
       " 21   https://www.liepin.com/company/5564821/  \n",
       " 22  https://www.liepin.com/company/12440409/  \n",
       " 23                                            \n",
       " 24   https://www.liepin.com/company/2494938/  \n",
       " 25   https://www.liepin.com/company/8642802/  \n",
       " 26   https://www.liepin.com/company/8164187/  \n",
       " 27  https://www.liepin.com/company/12912725/  \n",
       " 28   https://www.liepin.com/company/1790705/  \n",
       " 29  https://www.liepin.com/company/12667027/  \n",
       " 30   https://www.liepin.com/company/7863078/  \n",
       " 31   https://www.liepin.com/company/8164187/  \n",
       " 32  https://www.liepin.com/company/10079317/  \n",
       " 33  https://www.liepin.com/company/13346471/  \n",
       " 34  https://www.liepin.com/company/12819433/  \n",
       " 35   https://www.liepin.com/company/8085019/  \n",
       " 36   https://www.liepin.com/company/9802275/  \n",
       " 37  https://www.liepin.com/company/10170705/  \n",
       " 38   https://www.liepin.com/company/7863078/  \n",
       " 39   https://www.liepin.com/company/9448392/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
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       " 1   {\"userId\":\"9eb3cb3c1691e6c1605b51cf037d28d9\",\"...   \n",
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       " 39  {\"userId\":\"793c7fa471e79b6fd5ce0d0e483c900c\",\"...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            job.labels  job.topJob job.jobId  \\\n",
       " 0                                              [数据产品]       False  48633143   \n",
       " 1                           [visio, mindmanager, ppt]       False  37963201   \n",
       " 2                                                  []       False  32858825   \n",
       " 3   [oracle, erp, sap, 企业应用, it顾问, it咨询, b端产品, 产品运...       False  38631625   \n",
       " 4                                                  []       False  36258691   \n",
       " 5                                                  []       False  47039647   \n",
       " 6               [电子/半导体/集成电路, 产品规划, 用户研究, 产品设计, 团队管理]       False  46990825   \n",
       " 7                                                  []       False  44067389   \n",
       " 8                                                  []       False  45005721   \n",
       " 9                                                  []       False  51765053   \n",
       " 10                                                 []       False  54901959   \n",
       " 11                                             [to B]       False  46419605   \n",
       " 12                                                 []       False  46211853   \n",
       " 13                                                 []       False  28584473   \n",
       " 14                                            [CRM系统]       False  58536399   \n",
       " 15                                                 []       False  46623035   \n",
       " 16                                                 []       False  59373771   \n",
       " 17                                  [口腔 , 产品经理, 市场推广]       False  48103503   \n",
       " 18  [数据产品, to B, 产品规划, 需求分析, BI看板, 产品文档书写, 策划+战略, 英文]       False  59129749   \n",
       " 19                                                 []       False  58774129   \n",
       " 20                                       [医疗器械, 产品管理]       False  58575535   \n",
       " 21                                                 []       False  55002323   \n",
       " 22                     [NPD, skincare, personal care]       False  52963633   \n",
       " 23                                                 []       False  57156993   \n",
       " 24                                                 []       False  59254209   \n",
       " 25                                                 []       False  45377713   \n",
       " 26                                                 []       False  44982133   \n",
       " 27                                    [医疗行业, 医疗设备/器械]       False  58382601   \n",
       " 28                                                 []       False  46400395   \n",
       " 29                                       [powerpoint]       False  42934429   \n",
       " 30                                                 []       False  51324235   \n",
       " 31                                                 []       False  56365997   \n",
       " 32  [移动端产品, 小程序产品, 汽车行业, 计算机软件, IT互联网, 团队管理, 产品优化,...       False  53271605   \n",
       " 33                                                 []       False  57926223   \n",
       " 34                                             [to B]       False  57921277   \n",
       " 35                                                 []       False  58005759   \n",
       " 36                                                 []       False  46780963   \n",
       " 37                                                 []       False  44702193   \n",
       " 38                      [数据产品, 制造业, 团队管理, 产品规划, 用户研究]       False  46231665   \n",
       " 39                                                 []       False  44143547   \n",
       " \n",
       "     job.salary   job.dq job.refreshTime job.jobKind  \\\n",
       " 0   15-20k·13薪   上海-闵行区  20220602153953           2   \n",
       " 1   20-40k·14薪  上海-浦东新区  20211129102713           2   \n",
       " 2       10-15k   上海-徐汇区  20210924105421           2   \n",
       " 3       20-40k       上海  20210427091908           2   \n",
       " 4   16-20k·16薪       上海  20211013110252           2   \n",
       " 5   25-50k·15薪       上海  20230617171355           1   \n",
       " 6   30-60k·14薪       上海  20230614161656           1   \n",
       " 7   30-40k·15薪       上海  20230601110550           1   \n",
       " 8   30-35k·17薪   上海-徐汇区  20230614104241           1   \n",
       " 9         薪资面议  上海-浦东新区  20220809181534           2   \n",
       " 10        薪资面议       上海  20221206113316           2   \n",
       " 11  40-60k·15薪       上海  20230524174348           1   \n",
       " 12  30-40k·15薪   上海-黄浦区  20230517161641           1   \n",
       " 13      18-26k       上海  20230515154104           2   \n",
       " 14      25-35k       上海  20230515093651           2   \n",
       " 15  45-55k·16薪   上海-静安区  20230614100158           1   \n",
       " 16  17-35k·13薪   上海-长宁区  20230617111734           2   \n",
       " 17        薪资面议   上海-静安区  20230616172012           2   \n",
       " 18  20-35k·13薪   上海-静安区  20230606171927           2   \n",
       " 19      40-55k  上海-浦东新区  20230617104122           2   \n",
       " 20  35-50k·13薪   上海-黄浦区  20230605140303           2   \n",
       " 21        薪资面议   上海-黄浦区  20230617122807           2   \n",
       " 22  20-30k·13薪   上海-黄浦区  20230606155630           2   \n",
       " 23      20-25k   上海-静安区  20230613102846           2   \n",
       " 24      60-80k   上海-长宁区  20230612131320           2   \n",
       " 25  30-50k·14薪   上海-静安区  20230617162944           1   \n",
       " 26  35-50k·14薪       上海  20230515124533           1   \n",
       " 27  20-30k·13薪   上海-长宁区  20230508175534           2   \n",
       " 28  35-55k·15薪       上海  20230616100843           1   \n",
       " 29  20-25k·14薪       上海  20230607110528           2   \n",
       " 30        薪资面议       上海  20230420182632           2   \n",
       " 31  25-55k·13薪   上海-静安区  20230509110404           2   \n",
       " 32        薪资面议  上海-浦东新区  20230530190423           2   \n",
       " 33  20-35k·13薪  上海-浦东新区  20230613153403           2   \n",
       " 34  20-35k·13薪   上海-虹口区  20230529133901           2   \n",
       " 35        薪资面议  上海-浦东新区  20230421113511           2   \n",
       " 36  30-45k·16薪       上海  20230607113637           1   \n",
       " 37  30-40k·13薪       上海  20230615094320           1   \n",
       " 38  30-35k·15薪   上海-静安区  20230608095828           1   \n",
       " 39  20-30k·14薪       上海  20230616091830           1   \n",
       " \n",
       "                                            job.title  ...  \\\n",
       " 0                                            大数据产品经理  ...   \n",
       " 1                                             高级产品经理  ...   \n",
       " 2                                              产品线经理  ...   \n",
       " 3                                           解决方案产品经理  ...   \n",
       " 4                                         产品经理 国内模拟线  ...   \n",
       " 5                          汽车电机控制SoC及汽车power IC 产品经理  ...   \n",
       " 6                                         产品经理-汽车 电机  ...   \n",
       " 7                                               产品经理  ...   \n",
       " 8                                               产品经理  ...   \n",
       " 9   Product Manager-Film Capacitor/Polymer Capacitor  ...   \n",
       " 10                   Digital Banking Product Manager  ...   \n",
       " 11         Digital IT Program / Product Manager -B2B  ...   \n",
       " 12                           Digital Product Manager  ...   \n",
       " 13                                              产品经理  ...   \n",
       " 14                                              产品经理  ...   \n",
       " 15                      Sr. Product Manager-Services  ...   \n",
       " 16        Product Manager/ Senior Product Specialist  ...   \n",
       " 17                    Product Manager - Endo product  ...   \n",
       " 18                                BI Product Manager  ...   \n",
       " 19                                   Product Manager  ...   \n",
       " 20                                  心脏介入-高级产品经理-上游市场  ...   \n",
       " 21                            Senior Product Manager  ...   \n",
       " 22                        Product Manager (MJ000099)  ...   \n",
       " 23         Reebok Assistant Footwear Product Manager  ...   \n",
       " 24                    Senior Product Manager BAS/BMS  ...   \n",
       " 25         Senior Product Manager/Marketing manager   ...   \n",
       " 26                                   product manager  ...   \n",
       " 27                                   Product manager  ...   \n",
       " 28                                   Product Manager  ...   \n",
       " 29                         Assistant Product Manager  ...   \n",
       " 30                   (Junior/Senior) Product Manager  ...   \n",
       " 31                                   Product Manager  ...   \n",
       " 32             Product Manager- Parking and Charging  ...   \n",
       " 33        Product Manager (Endotoxin & Bioball & KA)  ...   \n",
       " 34                     AI Product manager (MJ000724)  ...   \n",
       " 35                   Product Manager - Digital Sales  ...   \n",
       " 36                           Digital Product Manager  ...   \n",
       " 37                                   Product Manager  ...   \n",
       " 38                                              产品经理  ...   \n",
       " 39                                   Product Manager  ...   \n",
       " \n",
       "                recruiter.recruiterId recruiter.chatted  \\\n",
       " 0   ab088767d93a49bdfa20ee5a8abfff53             False   \n",
       " 1   9eb3cb3c1691e6c1605b51cf037d28d9             False   \n",
       " 2   661149f71eeb84ab759b12bddd1215cb             False   \n",
       " 3   2bfda0588d875f967bee31786ebc13b5             False   \n",
       " 4   657942efd0c9496cdd3c1a92756f8293             False   \n",
       " 5   f260bce97af72a993ecff2df040200c4             False   \n",
       " 6   5587c4c82c324f20270304a022f3fa57             False   \n",
       " 7   f1f90447983e5f8ddd777a6947b1b008             False   \n",
       " 8   28c62fe14c8312662822ed83816c486b             False   \n",
       " 9   8aca73f4bae4fc17102021541d30443c             False   \n",
       " 10  2b1f712d0655c9cba02c4ad8277c6e78             False   \n",
       " 11  a012b091e61c722b2cd1bcc6380ae863             False   \n",
       " 12  dbacb2a6832828b482b3bd052f550bcc             False   \n",
       " 13  8b60626ba0f757104b3b5c2b510227e0             False   \n",
       " 14  7c090621be5f80dcf6dfa7985808ad6f             False   \n",
       " 15  e2965d4095bede9703594d135a182f65             False   \n",
       " 16  57a52ed73fed146b4c632be0178bfd3f             False   \n",
       " 17  e4e5d0dfbe4cba8ef218f23abe320451             False   \n",
       " 18  225c18adbe6800b14c9f48b2a7a58cc6             False   \n",
       " 19  5266aedc9c9d5538ffe951988a06fbee             False   \n",
       " 20  e84dc277f1b3ad0dd0754b1d19f8ebd2             False   \n",
       " 21  23a5054a33a1b8351e4e083f3adca453             False   \n",
       " 22  59d43812b52ee5e051b2c9c31b82ef42             False   \n",
       " 23  9b5ebf3d70eae85437b83267cd8065b0             False   \n",
       " 24  3a56dd3c404482ceb9bc8100b766a001             False   \n",
       " 25  b8f50a3df85ba2118ce37c32efbf65c8             False   \n",
       " 26  1b3bd60b48b62bf98b8ae103cf916c5c             False   \n",
       " 27  ab9ed7395ab94fe00083ee3d9048c9a7             False   \n",
       " 28  8eae48bff1c08e235ff0eb4e1bbc03b1             False   \n",
       " 29  980ce308d3d0725dddcad649ec285e2f             False   \n",
       " 30  c8494654960791691506b6c9fcbc8e28             False   \n",
       " 31  6bebfa03def0e5ac592353364c4e4428             False   \n",
       " 32  b23fd5dd0387155a7a61cae6c834086d             False   \n",
       " 33  d097a25c38ba693237101531142f5e2a             False   \n",
       " 34  243d415a12abad30e1d708dd7b6c9ab7             False   \n",
       " 35  b23fd5dd0387155a7a61cae6c834086d             False   \n",
       " 36  9d95324d0b40632911e1cbbf04e77451             False   \n",
       " 37  0a57fb649b74228dbe9dc0f5af341d87             False   \n",
       " 38  f1307461a99795c06785db48a98764a5             False   \n",
       " 39  793c7fa471e79b6fd5ce0d0e483c900c             False   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compStage  \\\n",
       " 0    5f8f986bdfb13a7dee342f2108u.jpg           战略投资   \n",
       " 1    5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 2    5f8f9865ea60860b75384fa508u.jpg            已上市   \n",
       " 3    608764696e176b3e0e9ffd0e01u.png             B轮   \n",
       " 4    5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " 5    6218590a24ef9b38bd076eda03u.jpg            NaN   \n",
       " 6    61e785763980120bdfd23ab802u.jpg           战略融资   \n",
       " 7    60b71f85d8209a12a8b5e97c03u.jpg            已上市   \n",
       " 8    63e5b0e35fcfd166482884b302u.jpg            已上市   \n",
       " 9    5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 10   5f8f986c79c7cc70efbf36c808u.jpg            NaN   \n",
       " 11   626769a03b8d431e4e7a6e9105u.jpg           战略融资   \n",
       " 12  5b59244f8e5068430d9db76e04a.jpeg          融资未公开   \n",
       " 13   54d1e77f712e7147fd80932a01a.jpg            NaN   \n",
       " 14   5f8f986779c7cc70efbf36c008u.jpg          融资未公开   \n",
       " 15   5cf4762b501544662c8b5a8906u.jpg          融资未公开   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 17   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 18   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 19   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 20   5f8f9866dfb13a7dee342f1808u.jpg          融资未公开   \n",
       " 21   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 22   616fbfeec556065c9b9bfd1b01u.png             C轮   \n",
       " 23   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 24   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 25   5768a50045cecad54005f4c504a.jpg          融资未公开   \n",
       " 26  5e2802e0643e6e53a880a16008u.jpeg          融资未公开   \n",
       " 27   5673a7a345ce68be5d4d6da405a.jpg            NaN   \n",
       " 28   5d6c6a40d0e79f08cfeae58603u.jpg           战略融资   \n",
       " 29   5f8f9863f6d1ab58476f246a08u.jpg          融资未公开   \n",
       " 30   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 31   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 32   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 33   5ab3091b8e50bea0c1e6984205a.jpg            NaN   \n",
       " 34   5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " 35   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 36   58b413907032d8fe1418250d06a.jpg          融资未公开   \n",
       " 37   5f48d24b9d37de587961580904u.png          融资未公开   \n",
       " 38   63b3a49f1214746e265c6ae206u.png          融资未公开   \n",
       " 39   5f9f832bb89567441f033ddf06u.jpg          不需要融资   \n",
       " \n",
       "                       comp.compLogo comp.compId        comp.compName  \\\n",
       " 0   61b94b5164e3ed6fddf99bfc05u.png  12746069.0         上海启高信息科技有限公司   \n",
       " 1   623aeb499b73c63a5f09995f06u.png   8218298.0          高知特信息技术(上海)   \n",
       " 2   5928f39a7032882fc39925b104a.jpg   8164187.0                 润欣科技   \n",
       " 3   5ca178c1509919fa0e9d250f01u.jpg   8515736.0         杭州端点网络科技有限公司   \n",
       " 4   5bfe9bce74719df0ac9a179703a.png   8523053.0                  中电港   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png         NaN             某半导体咨询公司   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png         NaN           国内知名车用芯片公司   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png         NaN                某知名公司   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png         NaN      某上海货运/物流/仓储上市公司   \n",
       " 9   5bfe9df574719d2aa34b7b2203a.png   1069385.0                 伊顿中国   \n",
       " 10  5bfe9e9774719d2aa34b9af903a.png   8642802.0                 花旗银行   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png         NaN             知名跨国零售公司   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png         NaN          某上海大型批发零售公司   \n",
       " 13  5bfe8ff774719d35745a8b2803a.png   8393169.0       碧点(上海)软件科技有限公司   \n",
       " 14  5f55a101ea60860b7516671702u.png  12178083.0    QUEST(北京)技术服务有限公司   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png         NaN              欧洲某涂料公司   \n",
       " 16  5952237b7032381b6822192505a.jpg   8506529.0                  丹纳赫   \n",
       " 17  61b07937d0458d53c627567e02u.jpg  12942757.0   登士柏西诺德牙科产品(上海)有限公司   \n",
       " 18  5bfea32274719d2aa34c7b0c03a.png   8039875.0                  捷孚凯   \n",
       " 19  5967220270327b30a4d2648206a.jpg   8641560.0               拜耳医药保健   \n",
       " 20  61b07937d0458d53c627567e02u.jpg   8785750.0     波科国际医疗贸易(上海)有限公司   \n",
       " 21  5cc7cc66501544662c61b12002u.jpg   9708135.0  伊丽莎白雅顿(上海)化妆品贸易有限公司   \n",
       " 22  5d49228f4ebeb1284df228bc07u.jpg  10065067.0      伊殿宝贝(上海)化妆品有限公司   \n",
       " 23  5bfe9e7c74719d2aa34b956f03a.png    702148.0                 联亚集团   \n",
       " 24  5bfe946874719dc6ed73eb0203a.png   5027608.0                 江森自控   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png         NaN                 外资公司   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png         NaN              某知名外资公司   \n",
       " 27  5bfe9ecd74719d2aa34ba51d03a.png   8617246.0                 捷迈邦美   \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png         NaN        某大型世界500强银行公司   \n",
       " 29  6333c0399e4c1713c98b466106u.png   9821545.0       娇韵诗化妆品(上海)有限公司   \n",
       " 30  5bfe8fda74719d35745a855803a.png   1156968.0                欧莱雅中国   \n",
       " 31  5a742b7d8e5056aadc91986a06a.png   8941919.0       雅诗兰黛(上海)商贸有限公司   \n",
       " 32  5bfe9d8b74719d2aa34b674c03a.png   9154832.0      保时捷(中国)汽车销售有限公司   \n",
       " 33  5b8c9b068e50a3257f37fb6104a.jpg    539025.0                梅里埃诊断   \n",
       " 34  61dbbbc46f9486679feb36c205u.png   8083523.0              沃尔沃汽车中国   \n",
       " 35  5bfe9d8b74719d2aa34b674c03a.png   9154832.0      保时捷(中国)汽车销售有限公司   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png         NaN              top医疗外资   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png         NaN      某上海世界500强医疗设备公司   \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png         NaN       某上海大型电气机械/器材公司   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png         NaN       国际知名的润滑油生产制造企业   \n",
       " \n",
       "    comp.compScale comp.compIndustry                                 comp.link  \n",
       " 0          50-99人             计算机软件  https://www.liepin.com/company/12746069/  \n",
       " 1      1000-2000人              IT服务   https://www.liepin.com/company/8218298/  \n",
       " 2        100-499人       电子/半导体/集成电路   https://www.liepin.com/company/8164187/  \n",
       " 3        500-999人               互联网   https://www.liepin.com/company/8515736/  \n",
       " 4        500-999人       电子/半导体/集成电路   https://www.liepin.com/company/8523053/  \n",
       " 5           1-49人              IT服务                                            \n",
       " 6          50-99人              电子设备                                            \n",
       " 7        100-499人          货运/物流/仓储                                            \n",
       " 8        100-499人          货运/物流/仓储                                            \n",
       " 9        10000人以上             机械/设备   https://www.liepin.com/company/1069385/  \n",
       " 10       500-999人                银行   https://www.liepin.com/company/8642802/  \n",
       " 11     1000-2000人          食品/饮料/日化                                            \n",
       " 12       500-999人             批发/零售                                            \n",
       " 13       100-499人             计算机软件   https://www.liepin.com/company/8393169/  \n",
       " 14       10000人以上            专业技术服务  https://www.liepin.com/company/12178083/  \n",
       " 15    5000-10000人             石油/化工                                            \n",
       " 16    5000-10000人              医疗器械   https://www.liepin.com/company/8506529/  \n",
       " 17       500-999人              医疗器械  https://www.liepin.com/company/12942757/  \n",
       " 18       100-499人            专业技术服务   https://www.liepin.com/company/8039875/  \n",
       " 19       10000人以上                制药   https://www.liepin.com/company/8641560/  \n",
       " 20       500-999人              医疗器械   https://www.liepin.com/company/8785750/  \n",
       " 21       100-499人             批发/零售   https://www.liepin.com/company/9708135/  \n",
       " 22       100-499人                日化  https://www.liepin.com/company/10065067/  \n",
       " 23       100-499人             批发/零售    https://www.liepin.com/company/702148/  \n",
       " 24       10000人以上              工程施工   https://www.liepin.com/company/5027608/  \n",
       " 25     2000-5000人           制药/生物工程                                            \n",
       " 26     1000-2000人          食品/饮料/日化                                            \n",
       " 27       100-499人              医疗器械   https://www.liepin.com/company/8617246/  \n",
       " 28     2000-5000人                银行                                            \n",
       " 29     1000-2000人             批发/零售   https://www.liepin.com/company/9821545/  \n",
       " 30    5000-10000人                日化   https://www.liepin.com/company/1156968/  \n",
       " 31     2000-5000人                日化   https://www.liepin.com/company/8941919/  \n",
       " 32       100-499人          汽车交易/后市场   https://www.liepin.com/company/9154832/  \n",
       " 33       100-499人              医疗器械    https://www.liepin.com/company/539025/  \n",
       " 34       10000人以上              整车制造   https://www.liepin.com/company/8083523/  \n",
       " 35       100-499人          汽车交易/后市场   https://www.liepin.com/company/9154832/  \n",
       " 36     2000-5000人              医疗器械                                            \n",
       " 37       10000人以上              医疗器械                                            \n",
       " 38       500-999人           电气机械/器材                                            \n",
       " 39     1000-2000人             石油/化工                                            \n",
       " \n",
       " [40 rows x 31 columns]]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22jobId%22%3A%2259054451%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"59054451\",\"imId\":\"cb4535e35701e29f32...</td>\n",
       "      <td>[电商产品, 商业产品, 电子商务, IT互联网, 旅游行业, OTA, 用户研究, 产品设...</td>\n",
       "      <td>59054451</td>\n",
       "      <td>40-60k·15薪</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>本科</td>\n",
       "      <td>20230602193057</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>1eb1c7366ab53e391eceb2432f312929</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>携程集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>5f4de484f6d1ab584745de6d05u.jpg</td>\n",
       "      <td>182339.0</td>\n",
       "      <td>https://www.liepin.com/company/182339/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22jobId%22%3A%2256305915%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"56305915\",\"imId\":\"b0987458d6728a199c...</td>\n",
       "      <td>[to C, 电商产品, 海外产品, 智能硬件, web端产品, 产品规划, 用户研究, 数...</td>\n",
       "      <td>56305915</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>上海-徐汇区</td>\n",
       "      <td>本科</td>\n",
       "      <td>20230529182557</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>13f2e1bd1ce3e07cda4142cc20e983bd</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>freebeat</td>\n",
       "      <td>体育</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>B轮</td>\n",
       "      <td>62e771254e5f1302d7f7e98b03u.png</td>\n",
       "      <td>9798487.0</td>\n",
       "      <td>https://www.liepin.com/company/9798487/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22jobId%22%3A%228258615%22%2C%22jobKind%22...</td>\n",
       "      <td>{\"jobId\":\"8258615\",\"imId\":\"084d49467a1848e8ad8...</td>\n",
       "      <td>[用户研究, 需求确认]</td>\n",
       "      <td>8258615</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海</td>\n",
       "      <td>本科</td>\n",
       "      <td>20230519161611</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>de6f52e4e6893cb740cb2b302639c77d</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>奥森多医疗器械贸易(中国)有限公司</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe8eb974719d35745a4e2103a.png</td>\n",
       "      <td>8808235.0</td>\n",
       "      <td>https://www.liepin.com/company/8808235/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22jobId%22%3A%2248531427%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"48531427\",\"imId\":\"993247f23540bc9a11...</td>\n",
       "      <td>[]</td>\n",
       "      <td>48531427</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>20221014084325</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>3d38444cf16082b86af796bc41f43a15</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>豪德机械</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe961b74719df0ac98f54d03a.png</td>\n",
       "      <td>8008979.0</td>\n",
       "      <td>https://www.liepin.com/company/8008979/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22jobId%22%3A%2228814467%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"28814467\",\"imId\":\"7ac9225ebe147c7293...</td>\n",
       "      <td>[产品设计, saas]</td>\n",
       "      <td>28814467</td>\n",
       "      <td>16-21k</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>本科</td>\n",
       "      <td>20200601161000</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>268b78cf04b4cef281e37a42dfcc231f</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>赫尔马科技(上海)有限公司</td>\n",
       "      <td>培训服务</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12261483.0</td>\n",
       "      <td>https://www.liepin.com/company/12261483/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>35</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"b23fd5dd0387155a7a61cae6c834086d\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>58005759</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>20230421113511</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>b23fd5dd0387155a7a61cae6c834086d</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>保时捷(中国)汽车销售有限公司</td>\n",
       "      <td>汽车交易/后市场</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9d8b74719d2aa34b674c03a.png</td>\n",
       "      <td>9154832.0</td>\n",
       "      <td>https://www.liepin.com/company/9154832/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>36</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"9d95324d0b40632911e1cbbf04e77451\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>46780963</td>\n",
       "      <td>30-45k·16薪</td>\n",
       "      <td>上海</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>20230607113637</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>9d95324d0b40632911e1cbbf04e77451</td>\n",
       "      <td>58b413907032d8fe1418250d06a.jpg</td>\n",
       "      <td>top医疗外资</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>37</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"0a57fb649b74228dbe9dc0f5af341d87\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>44702193</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>上海</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>20230615094320</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>0a57fb649b74228dbe9dc0f5af341d87</td>\n",
       "      <td>5f48d24b9d37de587961580904u.png</td>\n",
       "      <td>某上海世界500强医疗设备公司</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>38</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"f1307461a99795c06785db48a98764a5\",\"...</td>\n",
       "      <td>[数据产品, 制造业, 团队管理, 产品规划, 用户研究]</td>\n",
       "      <td>46231665</td>\n",
       "      <td>30-35k·15薪</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>20230608095828</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>f1307461a99795c06785db48a98764a5</td>\n",
       "      <td>63b3a49f1214746e265c6ae206u.png</td>\n",
       "      <td>某上海大型电气机械/器材公司</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>39</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"793c7fa471e79b6fd5ce0d0e483c900c\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>44143547</td>\n",
       "      <td>20-30k·14薪</td>\n",
       "      <td>上海</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>20230616091830</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>793c7fa471e79b6fd5ce0d0e483c900c</td>\n",
       "      <td>5f9f832bb89567441f033ddf06u.jpg</td>\n",
       "      <td>国际知名的润滑油生产制造企业</td>\n",
       "      <td>石油/化工</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index                                           dataInfo  \\\n",
       "0        0  %7B%22jobId%22%3A%2259054451%22%2C%22jobKind%2...   \n",
       "1        1  %7B%22jobId%22%3A%2256305915%22%2C%22jobKind%2...   \n",
       "2        2  %7B%22jobId%22%3A%228258615%22%2C%22jobKind%22...   \n",
       "3        3  %7B%22jobId%22%3A%2248531427%22%2C%22jobKind%2...   \n",
       "4        4  %7B%22jobId%22%3A%2228814467%22%2C%22jobKind%2...   \n",
       "..     ...                                                ...   \n",
       "395     35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "396     36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "397     37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "398     38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "399     39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                            dataParams  \\\n",
       "0    {\"jobId\":\"59054451\",\"imId\":\"cb4535e35701e29f32...   \n",
       "1    {\"jobId\":\"56305915\",\"imId\":\"b0987458d6728a199c...   \n",
       "2    {\"jobId\":\"8258615\",\"imId\":\"084d49467a1848e8ad8...   \n",
       "3    {\"jobId\":\"48531427\",\"imId\":\"993247f23540bc9a11...   \n",
       "4    {\"jobId\":\"28814467\",\"imId\":\"7ac9225ebe147c7293...   \n",
       "..                                                 ...   \n",
       "395  {\"userId\":\"b23fd5dd0387155a7a61cae6c834086d\",\"...   \n",
       "396  {\"userId\":\"9d95324d0b40632911e1cbbf04e77451\",\"...   \n",
       "397  {\"userId\":\"0a57fb649b74228dbe9dc0f5af341d87\",\"...   \n",
       "398  {\"userId\":\"f1307461a99795c06785db48a98764a5\",\"...   \n",
       "399  {\"userId\":\"793c7fa471e79b6fd5ce0d0e483c900c\",\"...   \n",
       "\n",
       "                                            job.labels job.jobId  job.salary  \\\n",
       "0    [电商产品, 商业产品, 电子商务, IT互联网, 旅游行业, OTA, 用户研究, 产品设...  59054451  40-60k·15薪   \n",
       "1    [to C, 电商产品, 海外产品, 智能硬件, web端产品, 产品规划, 用户研究, 数...  56305915      20-30k   \n",
       "2                                         [用户研究, 需求确认]   8258615        薪资面议   \n",
       "3                                                   []  48531427        薪资面议   \n",
       "4                                         [产品设计, saas]  28814467      16-21k   \n",
       "..                                                 ...       ...         ...   \n",
       "395                                                 []  58005759        薪资面议   \n",
       "396                                                 []  46780963  30-45k·16薪   \n",
       "397                                                 []  44702193  30-40k·13薪   \n",
       "398                      [数据产品, 制造业, 团队管理, 产品规划, 用户研究]  46231665  30-35k·15薪   \n",
       "399                                                 []  44143547  20-30k·14薪   \n",
       "\n",
       "      job.dq job.requireEduLevel job.refreshTime job.jobKind  ...  \\\n",
       "0     上海-长宁区                  本科  20230602193057           2  ...   \n",
       "1     上海-徐汇区                  本科  20230529182557           2  ...   \n",
       "2         上海                  本科  20230519161611           2  ...   \n",
       "3         上海                统招本科  20221014084325           2  ...   \n",
       "4    上海-浦东新区                  本科  20200601161000           2  ...   \n",
       "..       ...                 ...             ...         ...  ...   \n",
       "395  上海-浦东新区                统招本科  20230421113511           2  ...   \n",
       "396       上海                统招本科  20230607113637           1  ...   \n",
       "397       上海               本科及以上  20230615094320           1  ...   \n",
       "398   上海-静安区                统招本科  20230608095828           1  ...   \n",
       "399       上海                学历不限  20230616091830           1  ...   \n",
       "\n",
       "    recruiter.chatted             recruiter.recruiterId  \\\n",
       "0               False  1eb1c7366ab53e391eceb2432f312929   \n",
       "1               False  13f2e1bd1ce3e07cda4142cc20e983bd   \n",
       "2               False  de6f52e4e6893cb740cb2b302639c77d   \n",
       "3               False  3d38444cf16082b86af796bc41f43a15   \n",
       "4               False  268b78cf04b4cef281e37a42dfcc231f   \n",
       "..                ...                               ...   \n",
       "395             False  b23fd5dd0387155a7a61cae6c834086d   \n",
       "396             False  9d95324d0b40632911e1cbbf04e77451   \n",
       "397             False  0a57fb649b74228dbe9dc0f5af341d87   \n",
       "398             False  f1307461a99795c06785db48a98764a5   \n",
       "399             False  793c7fa471e79b6fd5ce0d0e483c900c   \n",
       "\n",
       "            recruiter.recruiterPhoto      comp.compName comp.compIndustry  \\\n",
       "0    5f8f98648dbe6273dcf8515508u.jpg               携程集团               互联网   \n",
       "1    5f8f9863f6d1ab58476f246a08u.jpg           freebeat                体育   \n",
       "2    5f8f98648dbe6273dcf8515508u.jpg  奥森多医疗器械贸易(中国)有限公司              医疗器械   \n",
       "3    5f8f98648dbe6273dcf8515508u.jpg               豪德机械             机械/设备   \n",
       "4    5f8f986aea60860b75384fab08u.jpg      赫尔马科技(上海)有限公司              培训服务   \n",
       "..                               ...                ...               ...   \n",
       "395  5f8f986779c7cc70efbf36c008u.jpg    保时捷(中国)汽车销售有限公司          汽车交易/后市场   \n",
       "396  58b413907032d8fe1418250d06a.jpg            top医疗外资              医疗器械   \n",
       "397  5f48d24b9d37de587961580904u.png    某上海世界500强医疗设备公司              医疗器械   \n",
       "398  63b3a49f1214746e265c6ae206u.png     某上海大型电气机械/器材公司           电气机械/器材   \n",
       "399  5f9f832bb89567441f033ddf06u.jpg     国际知名的润滑油生产制造企业             石油/化工   \n",
       "\n",
       "     comp.compScale comp.compStage                    comp.compLogo  \\\n",
       "0          10000人以上           美股上市  5f4de484f6d1ab584745de6d05u.jpg   \n",
       "1          100-499人             B轮  62e771254e5f1302d7f7e98b03u.png   \n",
       "2          100-499人            NaN  5bfe8eb974719d35745a4e2103a.png   \n",
       "3          100-499人            NaN  5bfe961b74719df0ac98f54d03a.png   \n",
       "4                              NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "..              ...            ...                              ...   \n",
       "395        100-499人            NaN  5bfe9d8b74719d2aa34b674c03a.png   \n",
       "396      2000-5000人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "397        10000人以上          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "398        500-999人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "399      1000-2000人          不需要融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       "\n",
       "    comp.compId                                 comp.link  \n",
       "0      182339.0    https://www.liepin.com/company/182339/  \n",
       "1     9798487.0   https://www.liepin.com/company/9798487/  \n",
       "2     8808235.0   https://www.liepin.com/company/8808235/  \n",
       "3     8008979.0   https://www.liepin.com/company/8008979/  \n",
       "4    12261483.0  https://www.liepin.com/company/12261483/  \n",
       "..          ...                                       ...  \n",
       "395   9154832.0   https://www.liepin.com/company/9154832/  \n",
       "396         NaN                                            \n",
       "397         NaN                                            \n",
       "398         NaN                                            \n",
       "399         NaN                                            \n",
       "\n",
       "[400 rows x 32 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df).reset_index()\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 400 entries, 0 to 399\n",
      "Data columns (total 32 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   index                     400 non-null    int64  \n",
      " 1   dataInfo                  400 non-null    object \n",
      " 2   dataParams                400 non-null    object \n",
      " 3   job.labels                400 non-null    object \n",
      " 4   job.jobId                 400 non-null    object \n",
      " 5   job.salary                400 non-null    object \n",
      " 6   job.dq                    400 non-null    object \n",
      " 7   job.requireEduLevel       400 non-null    object \n",
      " 8   job.refreshTime           400 non-null    object \n",
      " 9   job.jobKind               400 non-null    object \n",
      " 10  job.title                 400 non-null    object \n",
      " 11  job.topJob                400 non-null    bool   \n",
      " 12  job.link                  400 non-null    object \n",
      " 13  job.pcOuterLink           306 non-null    object \n",
      " 14  job.h5OuterLink           306 non-null    object \n",
      " 15  job.advViewFlag           400 non-null    bool   \n",
      " 16  job.requireWorkYears      400 non-null    object \n",
      " 17  job.dataPromId            400 non-null    object \n",
      " 18  recruiter.imId            400 non-null    object \n",
      " 19  recruiter.imUserType      400 non-null    object \n",
      " 20  recruiter.recruiterName   400 non-null    object \n",
      " 21  recruiter.recruiterTitle  400 non-null    object \n",
      " 22  recruiter.chatted         400 non-null    bool   \n",
      " 23  recruiter.recruiterId     400 non-null    object \n",
      " 24  recruiter.recruiterPhoto  400 non-null    object \n",
      " 25  comp.compName             400 non-null    object \n",
      " 26  comp.compIndustry         400 non-null    object \n",
      " 27  comp.compScale            400 non-null    object \n",
      " 28  comp.compStage            189 non-null    object \n",
      " 29  comp.compLogo             400 non-null    object \n",
      " 30  comp.compId               306 non-null    float64\n",
      " 31  comp.link                 400 non-null    object \n",
      "dtypes: bool(3), float64(1), int64(1), object(27)\n",
      "memory usage: 91.9+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.3 数据整理成表格并加上时间戳"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "time.struct_time(tm_year=2023, tm_mon=6, tm_mday=17, tm_hour=23, tm_min=52, tm_sec=19, tm_wday=5, tm_yday=168, tm_isdst=0)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time.localtime()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "key=\"_\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'61723'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_time = str(time.localtime().tm_mon)\\\n",
    "            +str(time.localtime().tm_mday)+''\\\n",
    "            +str(time.localtime().tm_hour)\n",
    "output_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22jobId%22%3A%2259054451%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"59054451\",\"imId\":\"cb4535e35701e29f32...</td>\n",
       "      <td>[电商产品, 商业产品, 电子商务, IT互联网, 旅游行业, OTA, 用户研究, 产品设...</td>\n",
       "      <td>59054451</td>\n",
       "      <td>40-60k·15薪</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>本科</td>\n",
       "      <td>20230602193057</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>1eb1c7366ab53e391eceb2432f312929</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>携程集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>5f4de484f6d1ab584745de6d05u.jpg</td>\n",
       "      <td>182339.0</td>\n",
       "      <td>https://www.liepin.com/company/182339/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22jobId%22%3A%2256305915%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"56305915\",\"imId\":\"b0987458d6728a199c...</td>\n",
       "      <td>[to C, 电商产品, 海外产品, 智能硬件, web端产品, 产品规划, 用户研究, 数...</td>\n",
       "      <td>56305915</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>上海-徐汇区</td>\n",
       "      <td>本科</td>\n",
       "      <td>20230529182557</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>13f2e1bd1ce3e07cda4142cc20e983bd</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>freebeat</td>\n",
       "      <td>体育</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>B轮</td>\n",
       "      <td>62e771254e5f1302d7f7e98b03u.png</td>\n",
       "      <td>9798487.0</td>\n",
       "      <td>https://www.liepin.com/company/9798487/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22jobId%22%3A%228258615%22%2C%22jobKind%22...</td>\n",
       "      <td>{\"jobId\":\"8258615\",\"imId\":\"084d49467a1848e8ad8...</td>\n",
       "      <td>[用户研究, 需求确认]</td>\n",
       "      <td>8258615</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海</td>\n",
       "      <td>本科</td>\n",
       "      <td>20230519161611</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>de6f52e4e6893cb740cb2b302639c77d</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>奥森多医疗器械贸易(中国)有限公司</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe8eb974719d35745a4e2103a.png</td>\n",
       "      <td>8808235.0</td>\n",
       "      <td>https://www.liepin.com/company/8808235/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22jobId%22%3A%2248531427%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"48531427\",\"imId\":\"993247f23540bc9a11...</td>\n",
       "      <td>[]</td>\n",
       "      <td>48531427</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>20221014084325</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>3d38444cf16082b86af796bc41f43a15</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>豪德机械</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe961b74719df0ac98f54d03a.png</td>\n",
       "      <td>8008979.0</td>\n",
       "      <td>https://www.liepin.com/company/8008979/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22jobId%22%3A%2228814467%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"28814467\",\"imId\":\"7ac9225ebe147c7293...</td>\n",
       "      <td>[产品设计, saas]</td>\n",
       "      <td>28814467</td>\n",
       "      <td>16-21k</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>本科</td>\n",
       "      <td>20200601161000</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>268b78cf04b4cef281e37a42dfcc231f</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>赫尔马科技(上海)有限公司</td>\n",
       "      <td>培训服务</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12261483.0</td>\n",
       "      <td>https://www.liepin.com/company/12261483/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>35</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"b23fd5dd0387155a7a61cae6c834086d\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>58005759</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>20230421113511</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>b23fd5dd0387155a7a61cae6c834086d</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>保时捷(中国)汽车销售有限公司</td>\n",
       "      <td>汽车交易/后市场</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9d8b74719d2aa34b674c03a.png</td>\n",
       "      <td>9154832.0</td>\n",
       "      <td>https://www.liepin.com/company/9154832/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>36</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"9d95324d0b40632911e1cbbf04e77451\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>46780963</td>\n",
       "      <td>30-45k·16薪</td>\n",
       "      <td>上海</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>20230607113637</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>9d95324d0b40632911e1cbbf04e77451</td>\n",
       "      <td>58b413907032d8fe1418250d06a.jpg</td>\n",
       "      <td>top医疗外资</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>37</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"0a57fb649b74228dbe9dc0f5af341d87\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>44702193</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>上海</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>20230615094320</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>0a57fb649b74228dbe9dc0f5af341d87</td>\n",
       "      <td>5f48d24b9d37de587961580904u.png</td>\n",
       "      <td>某上海世界500强医疗设备公司</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>38</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"f1307461a99795c06785db48a98764a5\",\"...</td>\n",
       "      <td>[数据产品, 制造业, 团队管理, 产品规划, 用户研究]</td>\n",
       "      <td>46231665</td>\n",
       "      <td>30-35k·15薪</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>20230608095828</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>f1307461a99795c06785db48a98764a5</td>\n",
       "      <td>63b3a49f1214746e265c6ae206u.png</td>\n",
       "      <td>某上海大型电气机械/器材公司</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>39</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"793c7fa471e79b6fd5ce0d0e483c900c\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>44143547</td>\n",
       "      <td>20-30k·14薪</td>\n",
       "      <td>上海</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>20230616091830</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>793c7fa471e79b6fd5ce0d0e483c900c</td>\n",
       "      <td>5f9f832bb89567441f033ddf06u.jpg</td>\n",
       "      <td>国际知名的润滑油生产制造企业</td>\n",
       "      <td>石油/化工</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index                                           dataInfo  \\\n",
       "0        0  %7B%22jobId%22%3A%2259054451%22%2C%22jobKind%2...   \n",
       "1        1  %7B%22jobId%22%3A%2256305915%22%2C%22jobKind%2...   \n",
       "2        2  %7B%22jobId%22%3A%228258615%22%2C%22jobKind%22...   \n",
       "3        3  %7B%22jobId%22%3A%2248531427%22%2C%22jobKind%2...   \n",
       "4        4  %7B%22jobId%22%3A%2228814467%22%2C%22jobKind%2...   \n",
       "..     ...                                                ...   \n",
       "395     35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "396     36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "397     37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "398     38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "399     39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                            dataParams  \\\n",
       "0    {\"jobId\":\"59054451\",\"imId\":\"cb4535e35701e29f32...   \n",
       "1    {\"jobId\":\"56305915\",\"imId\":\"b0987458d6728a199c...   \n",
       "2    {\"jobId\":\"8258615\",\"imId\":\"084d49467a1848e8ad8...   \n",
       "3    {\"jobId\":\"48531427\",\"imId\":\"993247f23540bc9a11...   \n",
       "4    {\"jobId\":\"28814467\",\"imId\":\"7ac9225ebe147c7293...   \n",
       "..                                                 ...   \n",
       "395  {\"userId\":\"b23fd5dd0387155a7a61cae6c834086d\",\"...   \n",
       "396  {\"userId\":\"9d95324d0b40632911e1cbbf04e77451\",\"...   \n",
       "397  {\"userId\":\"0a57fb649b74228dbe9dc0f5af341d87\",\"...   \n",
       "398  {\"userId\":\"f1307461a99795c06785db48a98764a5\",\"...   \n",
       "399  {\"userId\":\"793c7fa471e79b6fd5ce0d0e483c900c\",\"...   \n",
       "\n",
       "                                            job.labels job.jobId  job.salary  \\\n",
       "0    [电商产品, 商业产品, 电子商务, IT互联网, 旅游行业, OTA, 用户研究, 产品设...  59054451  40-60k·15薪   \n",
       "1    [to C, 电商产品, 海外产品, 智能硬件, web端产品, 产品规划, 用户研究, 数...  56305915      20-30k   \n",
       "2                                         [用户研究, 需求确认]   8258615        薪资面议   \n",
       "3                                                   []  48531427        薪资面议   \n",
       "4                                         [产品设计, saas]  28814467      16-21k   \n",
       "..                                                 ...       ...         ...   \n",
       "395                                                 []  58005759        薪资面议   \n",
       "396                                                 []  46780963  30-45k·16薪   \n",
       "397                                                 []  44702193  30-40k·13薪   \n",
       "398                      [数据产品, 制造业, 团队管理, 产品规划, 用户研究]  46231665  30-35k·15薪   \n",
       "399                                                 []  44143547  20-30k·14薪   \n",
       "\n",
       "      job.dq job.requireEduLevel job.refreshTime job.jobKind  ...  \\\n",
       "0     上海-长宁区                  本科  20230602193057           2  ...   \n",
       "1     上海-徐汇区                  本科  20230529182557           2  ...   \n",
       "2         上海                  本科  20230519161611           2  ...   \n",
       "3         上海                统招本科  20221014084325           2  ...   \n",
       "4    上海-浦东新区                  本科  20200601161000           2  ...   \n",
       "..       ...                 ...             ...         ...  ...   \n",
       "395  上海-浦东新区                统招本科  20230421113511           2  ...   \n",
       "396       上海                统招本科  20230607113637           1  ...   \n",
       "397       上海               本科及以上  20230615094320           1  ...   \n",
       "398   上海-静安区                统招本科  20230608095828           1  ...   \n",
       "399       上海                学历不限  20230616091830           1  ...   \n",
       "\n",
       "    recruiter.chatted             recruiter.recruiterId  \\\n",
       "0               False  1eb1c7366ab53e391eceb2432f312929   \n",
       "1               False  13f2e1bd1ce3e07cda4142cc20e983bd   \n",
       "2               False  de6f52e4e6893cb740cb2b302639c77d   \n",
       "3               False  3d38444cf16082b86af796bc41f43a15   \n",
       "4               False  268b78cf04b4cef281e37a42dfcc231f   \n",
       "..                ...                               ...   \n",
       "395             False  b23fd5dd0387155a7a61cae6c834086d   \n",
       "396             False  9d95324d0b40632911e1cbbf04e77451   \n",
       "397             False  0a57fb649b74228dbe9dc0f5af341d87   \n",
       "398             False  f1307461a99795c06785db48a98764a5   \n",
       "399             False  793c7fa471e79b6fd5ce0d0e483c900c   \n",
       "\n",
       "            recruiter.recruiterPhoto      comp.compName comp.compIndustry  \\\n",
       "0    5f8f98648dbe6273dcf8515508u.jpg               携程集团               互联网   \n",
       "1    5f8f9863f6d1ab58476f246a08u.jpg           freebeat                体育   \n",
       "2    5f8f98648dbe6273dcf8515508u.jpg  奥森多医疗器械贸易(中国)有限公司              医疗器械   \n",
       "3    5f8f98648dbe6273dcf8515508u.jpg               豪德机械             机械/设备   \n",
       "4    5f8f986aea60860b75384fab08u.jpg      赫尔马科技(上海)有限公司              培训服务   \n",
       "..                               ...                ...               ...   \n",
       "395  5f8f986779c7cc70efbf36c008u.jpg    保时捷(中国)汽车销售有限公司          汽车交易/后市场   \n",
       "396  58b413907032d8fe1418250d06a.jpg            top医疗外资              医疗器械   \n",
       "397  5f48d24b9d37de587961580904u.png    某上海世界500强医疗设备公司              医疗器械   \n",
       "398  63b3a49f1214746e265c6ae206u.png     某上海大型电气机械/器材公司           电气机械/器材   \n",
       "399  5f9f832bb89567441f033ddf06u.jpg     国际知名的润滑油生产制造企业             石油/化工   \n",
       "\n",
       "     comp.compScale comp.compStage                    comp.compLogo  \\\n",
       "0          10000人以上           美股上市  5f4de484f6d1ab584745de6d05u.jpg   \n",
       "1          100-499人             B轮  62e771254e5f1302d7f7e98b03u.png   \n",
       "2          100-499人            NaN  5bfe8eb974719d35745a4e2103a.png   \n",
       "3          100-499人            NaN  5bfe961b74719df0ac98f54d03a.png   \n",
       "4                              NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "..              ...            ...                              ...   \n",
       "395        100-499人            NaN  5bfe9d8b74719d2aa34b674c03a.png   \n",
       "396      2000-5000人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "397        10000人以上          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "398        500-999人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "399      1000-2000人          不需要融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       "\n",
       "    comp.compId                                 comp.link  \n",
       "0      182339.0    https://www.liepin.com/company/182339/  \n",
       "1     9798487.0   https://www.liepin.com/company/9798487/  \n",
       "2     8808235.0   https://www.liepin.com/company/8808235/  \n",
       "3     8008979.0   https://www.liepin.com/company/8008979/  \n",
       "4    12261483.0  https://www.liepin.com/company/12261483/  \n",
       "..          ...                                       ...  \n",
       "395   9154832.0   https://www.liepin.com/company/9154832/  \n",
       "396         NaN                                            \n",
       "397         NaN                                            \n",
       "398         NaN                                            \n",
       "399         NaN                                            \n",
       "\n",
       "[400 rows x 32 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.to_excel('liepin'+key+output_time+'.xlsx')\n",
    "df\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22jobId%22%3A%2259054451%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"59054451\",\"imId\":\"cb4535e35701e29f32...</td>\n",
       "      <td>[电商产品, 商业产品, 电子商务, IT互联网, 旅游行业, OTA, 用户研究, 产品设...</td>\n",
       "      <td>59054451</td>\n",
       "      <td>40-60k·15薪</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>本科</td>\n",
       "      <td>20230602193057</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>1eb1c7366ab53e391eceb2432f312929</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>携程集团</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>5f4de484f6d1ab584745de6d05u.jpg</td>\n",
       "      <td>182339.0</td>\n",
       "      <td>https://www.liepin.com/company/182339/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22jobId%22%3A%2256305915%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"56305915\",\"imId\":\"b0987458d6728a199c...</td>\n",
       "      <td>[to C, 电商产品, 海外产品, 智能硬件, web端产品, 产品规划, 用户研究, 数...</td>\n",
       "      <td>56305915</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>上海-徐汇区</td>\n",
       "      <td>本科</td>\n",
       "      <td>20230529182557</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>13f2e1bd1ce3e07cda4142cc20e983bd</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>freebeat</td>\n",
       "      <td>体育</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>B轮</td>\n",
       "      <td>62e771254e5f1302d7f7e98b03u.png</td>\n",
       "      <td>9798487.0</td>\n",
       "      <td>https://www.liepin.com/company/9798487/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22jobId%22%3A%228258615%22%2C%22jobKind%22...</td>\n",
       "      <td>{\"jobId\":\"8258615\",\"imId\":\"084d49467a1848e8ad8...</td>\n",
       "      <td>[用户研究, 需求确认]</td>\n",
       "      <td>8258615</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海</td>\n",
       "      <td>本科</td>\n",
       "      <td>20230519161611</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>de6f52e4e6893cb740cb2b302639c77d</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>奥森多医疗器械贸易(中国)有限公司</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe8eb974719d35745a4e2103a.png</td>\n",
       "      <td>8808235.0</td>\n",
       "      <td>https://www.liepin.com/company/8808235/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22jobId%22%3A%2248531427%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"48531427\",\"imId\":\"993247f23540bc9a11...</td>\n",
       "      <td>[]</td>\n",
       "      <td>48531427</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>20221014084325</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>3d38444cf16082b86af796bc41f43a15</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>豪德机械</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe961b74719df0ac98f54d03a.png</td>\n",
       "      <td>8008979.0</td>\n",
       "      <td>https://www.liepin.com/company/8008979/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22jobId%22%3A%2228814467%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"28814467\",\"imId\":\"7ac9225ebe147c7293...</td>\n",
       "      <td>[产品设计, saas]</td>\n",
       "      <td>28814467</td>\n",
       "      <td>16-21k</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>本科</td>\n",
       "      <td>20200601161000</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>268b78cf04b4cef281e37a42dfcc231f</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>赫尔马科技(上海)有限公司</td>\n",
       "      <td>培训服务</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12261483.0</td>\n",
       "      <td>https://www.liepin.com/company/12261483/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>35</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"b23fd5dd0387155a7a61cae6c834086d\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>58005759</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>20230421113511</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>b23fd5dd0387155a7a61cae6c834086d</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>保时捷(中国)汽车销售有限公司</td>\n",
       "      <td>汽车交易/后市场</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9d8b74719d2aa34b674c03a.png</td>\n",
       "      <td>9154832.0</td>\n",
       "      <td>https://www.liepin.com/company/9154832/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>36</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"9d95324d0b40632911e1cbbf04e77451\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>46780963</td>\n",
       "      <td>30-45k·16薪</td>\n",
       "      <td>上海</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>20230607113637</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>9d95324d0b40632911e1cbbf04e77451</td>\n",
       "      <td>58b413907032d8fe1418250d06a.jpg</td>\n",
       "      <td>top医疗外资</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>37</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"0a57fb649b74228dbe9dc0f5af341d87\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>44702193</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>上海</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>20230615094320</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>0a57fb649b74228dbe9dc0f5af341d87</td>\n",
       "      <td>5f48d24b9d37de587961580904u.png</td>\n",
       "      <td>某上海世界500强医疗设备公司</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>38</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"f1307461a99795c06785db48a98764a5\",\"...</td>\n",
       "      <td>[数据产品, 制造业, 团队管理, 产品规划, 用户研究]</td>\n",
       "      <td>46231665</td>\n",
       "      <td>30-35k·15薪</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>20230608095828</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>f1307461a99795c06785db48a98764a5</td>\n",
       "      <td>63b3a49f1214746e265c6ae206u.png</td>\n",
       "      <td>某上海大型电气机械/器材公司</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>39</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"793c7fa471e79b6fd5ce0d0e483c900c\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>44143547</td>\n",
       "      <td>20-30k·14薪</td>\n",
       "      <td>上海</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>20230616091830</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>793c7fa471e79b6fd5ce0d0e483c900c</td>\n",
       "      <td>5f9f832bb89567441f033ddf06u.jpg</td>\n",
       "      <td>国际知名的润滑油生产制造企业</td>\n",
       "      <td>石油/化工</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index                                           dataInfo  \\\n",
       "0        0  %7B%22jobId%22%3A%2259054451%22%2C%22jobKind%2...   \n",
       "1        1  %7B%22jobId%22%3A%2256305915%22%2C%22jobKind%2...   \n",
       "2        2  %7B%22jobId%22%3A%228258615%22%2C%22jobKind%22...   \n",
       "3        3  %7B%22jobId%22%3A%2248531427%22%2C%22jobKind%2...   \n",
       "4        4  %7B%22jobId%22%3A%2228814467%22%2C%22jobKind%2...   \n",
       "..     ...                                                ...   \n",
       "395     35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "396     36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "397     37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "398     38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "399     39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                            dataParams  \\\n",
       "0    {\"jobId\":\"59054451\",\"imId\":\"cb4535e35701e29f32...   \n",
       "1    {\"jobId\":\"56305915\",\"imId\":\"b0987458d6728a199c...   \n",
       "2    {\"jobId\":\"8258615\",\"imId\":\"084d49467a1848e8ad8...   \n",
       "3    {\"jobId\":\"48531427\",\"imId\":\"993247f23540bc9a11...   \n",
       "4    {\"jobId\":\"28814467\",\"imId\":\"7ac9225ebe147c7293...   \n",
       "..                                                 ...   \n",
       "395  {\"userId\":\"b23fd5dd0387155a7a61cae6c834086d\",\"...   \n",
       "396  {\"userId\":\"9d95324d0b40632911e1cbbf04e77451\",\"...   \n",
       "397  {\"userId\":\"0a57fb649b74228dbe9dc0f5af341d87\",\"...   \n",
       "398  {\"userId\":\"f1307461a99795c06785db48a98764a5\",\"...   \n",
       "399  {\"userId\":\"793c7fa471e79b6fd5ce0d0e483c900c\",\"...   \n",
       "\n",
       "                                            job.labels job.jobId  job.salary  \\\n",
       "0    [电商产品, 商业产品, 电子商务, IT互联网, 旅游行业, OTA, 用户研究, 产品设...  59054451  40-60k·15薪   \n",
       "1    [to C, 电商产品, 海外产品, 智能硬件, web端产品, 产品规划, 用户研究, 数...  56305915      20-30k   \n",
       "2                                         [用户研究, 需求确认]   8258615        薪资面议   \n",
       "3                                                   []  48531427        薪资面议   \n",
       "4                                         [产品设计, saas]  28814467      16-21k   \n",
       "..                                                 ...       ...         ...   \n",
       "395                                                 []  58005759        薪资面议   \n",
       "396                                                 []  46780963  30-45k·16薪   \n",
       "397                                                 []  44702193  30-40k·13薪   \n",
       "398                      [数据产品, 制造业, 团队管理, 产品规划, 用户研究]  46231665  30-35k·15薪   \n",
       "399                                                 []  44143547  20-30k·14薪   \n",
       "\n",
       "      job.dq job.requireEduLevel job.refreshTime job.jobKind  ...  \\\n",
       "0     上海-长宁区                  本科  20230602193057           2  ...   \n",
       "1     上海-徐汇区                  本科  20230529182557           2  ...   \n",
       "2         上海                  本科  20230519161611           2  ...   \n",
       "3         上海                统招本科  20221014084325           2  ...   \n",
       "4    上海-浦东新区                  本科  20200601161000           2  ...   \n",
       "..       ...                 ...             ...         ...  ...   \n",
       "395  上海-浦东新区                统招本科  20230421113511           2  ...   \n",
       "396       上海                统招本科  20230607113637           1  ...   \n",
       "397       上海               本科及以上  20230615094320           1  ...   \n",
       "398   上海-静安区                统招本科  20230608095828           1  ...   \n",
       "399       上海                学历不限  20230616091830           1  ...   \n",
       "\n",
       "    recruiter.chatted             recruiter.recruiterId  \\\n",
       "0               False  1eb1c7366ab53e391eceb2432f312929   \n",
       "1               False  13f2e1bd1ce3e07cda4142cc20e983bd   \n",
       "2               False  de6f52e4e6893cb740cb2b302639c77d   \n",
       "3               False  3d38444cf16082b86af796bc41f43a15   \n",
       "4               False  268b78cf04b4cef281e37a42dfcc231f   \n",
       "..                ...                               ...   \n",
       "395             False  b23fd5dd0387155a7a61cae6c834086d   \n",
       "396             False  9d95324d0b40632911e1cbbf04e77451   \n",
       "397             False  0a57fb649b74228dbe9dc0f5af341d87   \n",
       "398             False  f1307461a99795c06785db48a98764a5   \n",
       "399             False  793c7fa471e79b6fd5ce0d0e483c900c   \n",
       "\n",
       "            recruiter.recruiterPhoto      comp.compName comp.compIndustry  \\\n",
       "0    5f8f98648dbe6273dcf8515508u.jpg               携程集团               互联网   \n",
       "1    5f8f9863f6d1ab58476f246a08u.jpg           freebeat                体育   \n",
       "2    5f8f98648dbe6273dcf8515508u.jpg  奥森多医疗器械贸易(中国)有限公司              医疗器械   \n",
       "3    5f8f98648dbe6273dcf8515508u.jpg               豪德机械             机械/设备   \n",
       "4    5f8f986aea60860b75384fab08u.jpg      赫尔马科技(上海)有限公司              培训服务   \n",
       "..                               ...                ...               ...   \n",
       "395  5f8f986779c7cc70efbf36c008u.jpg    保时捷(中国)汽车销售有限公司          汽车交易/后市场   \n",
       "396  58b413907032d8fe1418250d06a.jpg            top医疗外资              医疗器械   \n",
       "397  5f48d24b9d37de587961580904u.png    某上海世界500强医疗设备公司              医疗器械   \n",
       "398  63b3a49f1214746e265c6ae206u.png     某上海大型电气机械/器材公司           电气机械/器材   \n",
       "399  5f9f832bb89567441f033ddf06u.jpg     国际知名的润滑油生产制造企业             石油/化工   \n",
       "\n",
       "     comp.compScale comp.compStage                    comp.compLogo  \\\n",
       "0          10000人以上           美股上市  5f4de484f6d1ab584745de6d05u.jpg   \n",
       "1          100-499人             B轮  62e771254e5f1302d7f7e98b03u.png   \n",
       "2          100-499人            NaN  5bfe8eb974719d35745a4e2103a.png   \n",
       "3          100-499人            NaN  5bfe961b74719df0ac98f54d03a.png   \n",
       "4                              NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "..              ...            ...                              ...   \n",
       "395        100-499人            NaN  5bfe9d8b74719d2aa34b674c03a.png   \n",
       "396      2000-5000人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "397        10000人以上          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "398        500-999人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "399      1000-2000人          不需要融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       "\n",
       "    comp.compId                                 comp.link  \n",
       "0      182339.0    https://www.liepin.com/company/182339/  \n",
       "1     9798487.0   https://www.liepin.com/company/9798487/  \n",
       "2     8808235.0   https://www.liepin.com/company/8808235/  \n",
       "3     8008979.0   https://www.liepin.com/company/8008979/  \n",
       "4    12261483.0  https://www.liepin.com/company/12261483/  \n",
       "..          ...                                       ...  \n",
       "395   9154832.0   https://www.liepin.com/company/9154832/  \n",
       "396         NaN                                            \n",
       "397         NaN                                            \n",
       "398         NaN                                            \n",
       "399         NaN                                            \n",
       "\n",
       "[400 rows x 32 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 改名方便看"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.1 筛选存在数据分析价值的列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>job.title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40-60k·15薪</td>\n",
       "      <td>[电商产品, 商业产品, 电子商务, IT互联网, 旅游行业, OTA, 用户研究, 产品设...</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>携程集团</td>\n",
       "      <td>海外产品经理</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20-30k</td>\n",
       "      <td>[to C, 电商产品, 海外产品, 智能硬件, web端产品, 产品规划, 用户研究, 数...</td>\n",
       "      <td>上海-徐汇区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>freebeat</td>\n",
       "      <td>产品经理（web端 / 跨境电商）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>薪资面议</td>\n",
       "      <td>[用户研究, 需求确认]</td>\n",
       "      <td>上海</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>奥森多医疗器械贸易(中国)有限公司</td>\n",
       "      <td>Assistant product Manager,Automation产品副经理，流水线</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>薪资面议</td>\n",
       "      <td>[]</td>\n",
       "      <td>上海</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>豪德机械</td>\n",
       "      <td>区域产品经理 Regional Product Manager</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>16-21k</td>\n",
       "      <td>[产品设计, saas]</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>赫尔马科技(上海)有限公司</td>\n",
       "      <td>Product Manager (产品经理)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>薪资面议</td>\n",
       "      <td>[]</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>保时捷(中国)汽车销售有限公司</td>\n",
       "      <td>Product Manager - Digital Sales</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>30-45k·16薪</td>\n",
       "      <td>[]</td>\n",
       "      <td>上海</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>top医疗外资</td>\n",
       "      <td>Digital Product Manager</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>[]</td>\n",
       "      <td>上海</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某上海世界500强医疗设备公司</td>\n",
       "      <td>Product Manager</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>30-35k·15薪</td>\n",
       "      <td>[数据产品, 制造业, 团队管理, 产品规划, 用户研究]</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某上海大型电气机械/器材公司</td>\n",
       "      <td>产品经理</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>20-30k·14薪</td>\n",
       "      <td>[]</td>\n",
       "      <td>上海</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>国际知名的润滑油生产制造企业</td>\n",
       "      <td>Product Manager</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     job.salary                                         job.labels   job.dq  \\\n",
       "0    40-60k·15薪  [电商产品, 商业产品, 电子商务, IT互联网, 旅游行业, OTA, 用户研究, 产品设...   上海-长宁区   \n",
       "1        20-30k  [to C, 电商产品, 海外产品, 智能硬件, web端产品, 产品规划, 用户研究, 数...   上海-徐汇区   \n",
       "2          薪资面议                                       [用户研究, 需求确认]       上海   \n",
       "3          薪资面议                                                 []       上海   \n",
       "4        16-21k                                       [产品设计, saas]  上海-浦东新区   \n",
       "..          ...                                                ...      ...   \n",
       "395        薪资面议                                                 []  上海-浦东新区   \n",
       "396  30-45k·16薪                                                 []       上海   \n",
       "397  30-40k·13薪                                                 []       上海   \n",
       "398  30-35k·15薪                      [数据产品, 制造业, 团队管理, 产品规划, 用户研究]   上海-静安区   \n",
       "399  20-30k·14薪                                                 []       上海   \n",
       "\n",
       "    job.requireWorkYears job.requireEduLevel comp.compStage  \\\n",
       "0                  5-10年                  本科           美股上市   \n",
       "1                   1-3年                  本科             B轮   \n",
       "2                   3-5年                  本科            NaN   \n",
       "3                  10年以上                统招本科            NaN   \n",
       "4                   3-5年                  本科            NaN   \n",
       "..                   ...                 ...            ...   \n",
       "395                 3-5年                统招本科            NaN   \n",
       "396                5-10年                统招本科          融资未公开   \n",
       "397                 3-5年               本科及以上          融资未公开   \n",
       "398                10年以上                统招本科          融资未公开   \n",
       "399                 3-5年                学历不限          不需要融资   \n",
       "\n",
       "         comp.compName                                      job.title  \n",
       "0                 携程集团                                         海外产品经理  \n",
       "1             freebeat                              产品经理（web端 / 跨境电商）  \n",
       "2    奥森多医疗器械贸易(中国)有限公司  Assistant product Manager,Automation产品副经理，流水线  \n",
       "3                 豪德机械                区域产品经理 Regional Product Manager  \n",
       "4        赫尔马科技(上海)有限公司                         Product Manager (产品经理)  \n",
       "..                 ...                                            ...  \n",
       "395    保时捷(中国)汽车销售有限公司                Product Manager - Digital Sales  \n",
       "396            top医疗外资                        Digital Product Manager  \n",
       "397    某上海世界500强医疗设备公司                                Product Manager  \n",
       "398     某上海大型电气机械/器材公司                                           产品经理  \n",
       "399     国际知名的润滑油生产制造企业                                Product Manager  \n",
       "\n",
       "[400 rows x 8 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_liepin_gz = df[['job.salary','job.labels','job.dq','job.requireWorkYears','job.requireEduLevel','comp.compStage','comp.compName','job.title']]\n",
    "\n",
    "df_liepin_gz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 广州的PM地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "上海         137\n",
       "上海-浦东新区     78\n",
       "上海-静安区      35\n",
       "上海-徐汇区      34\n",
       "上海-闵行区      30\n",
       "上海-长宁区      25\n",
       "上海-黄浦区      25\n",
       "上海-嘉定区      11\n",
       "上海-虹口区       8\n",
       "上海-杨浦区       7\n",
       "上海-松江区       4\n",
       "上海-青浦区       3\n",
       "上海-普陀区       3\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_liepin_gz['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['浦东新区',\n",
       " '静安区',\n",
       " '徐汇区',\n",
       " '闵行区',\n",
       " '长宁区',\n",
       " '黄浦区',\n",
       " '嘉定区',\n",
       " '虹口区',\n",
       " '杨浦区',\n",
       " '松江区',\n",
       " '青浦区',\n",
       " '普陀区']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "地区 = [ df_liepin_gz['job.dq'].value_counts().index.tolist()[i].split('-')[1]\n",
    "      for i,v in enumerate(df_liepin_gz['job.dq'].value_counts().index.tolist()) if '-' in v]\n",
    "地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[78, 35, 34, 30, 25, 25, 11, 8, 7, 4, 3, 3]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "岗位个数 = [df_liepin_gz['job.dq'].value_counts().to_list()[i]\n",
    "       for i,v in enumerate(df_liepin_gz['job.dq'].value_counts().index.tolist()) if '-' in v]\n",
    "\n",
    "岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'D:\\\\2022-2023\\\\数据分析\\\\week15\\\\__dq_020_地区分布_61723.html'"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(用户输入城市, [list(z) for z in zip(地区,岗位个数)],用户输入城市)\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Map-\"+用户输入城市+\"地图\"), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "\n",
    ")\n",
    "c.render(key+\"_dq_\"+用户输入城市+\"_地区分布_\"+output_time+ \".html\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 职位分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                               22\n",
       "Product Manager                    17\n",
       "产品经理 Product Manager               11\n",
       "PM产品经理                             10\n",
       "Product Manager 产品经理                9\n",
       "                                   ..\n",
       "市场产品经理Product Manager               1\n",
       "肝病药品市场产品经理PM                        1\n",
       "产品经理PM——肿瘤新产品                       1\n",
       "PM产品经理-瑞萨                           1\n",
       "Product Manager - Digital Sales     1\n",
       "Name: job.title, Length: 298, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zhiwei = df_liepin_gz['job.title'].value_counts()\n",
    "zhiwei\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.series.Series'>\n",
      "Index: 298 entries, 产品经理 to Product Manager - Digital Sales\n",
      "Series name: job.title\n",
      "Non-Null Count  Dtype\n",
      "--------------  -----\n",
      "298 non-null    int64\n",
      "dtypes: int64(1)\n",
      "memory usage: 12.8+ KB\n"
     ]
    }
   ],
   "source": [
    "zhiwei.info()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "298"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(zhiwei)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 词云图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('海外产品经理', 22),\n",
       " ('产品经理（web端 / 跨境电商）', 17),\n",
       " ('Assistant product Manager,Automation产品副经理，流水线', 11),\n",
       " ('区域产品经理 Regional Product Manager', 10),\n",
       " ('Product Manager (产品经理)', 9),\n",
       " ('资深产品经理(供应链业务) - Staff Software Product Manager (Supply  Chain)', 9),\n",
       " ('Product Manager 产品经理', 6),\n",
       " ('Junior Product Manager/初级产品经理 ID143608', 3),\n",
       " ('产品经理-用户安全和隐私 Product Manager - User Safety and Privacy', 3),\n",
       " ('Microsoft 365 Engineer(O365)', 3),\n",
       " ('产品经理（PM）', 3),\n",
       " ('产品经理(移动)（PM0001） (职位编号：PM0001)', 3),\n",
       " ('Product Manager 产品经理', 3),\n",
       " ('Project & Product Manager of Autonomous Driving 自动驾驶项目及产品经理', 2),\n",
       " ('产品经理C端', 2),\n",
       " ('Senior Product manager/高级产品经理 (MJ000752)', 2),\n",
       " ('产品经理/digtal product manager', 2),\n",
       " ('Digital Product manager/二手车大客户产品经理 (MJ000704)', 2),\n",
       " ('大客户销售总监', 2),\n",
       " ('Product Sales Manager, LS&H 医药数据库产品销售经理', 2),\n",
       " ('Project & Product Manager of Autonomous Driving 自动驾驶项目及产品经理', 2),\n",
       " ('产品经理PM', 2),\n",
       " ('Digital Product Manager 数字化产品经理', 2),\n",
       " ('中央市场部产品经理（SPM或PM）', 2),\n",
       " ('服务产品经理Product Manager(J20108)', 2),\n",
       " ('Product Manager 产品经理', 2),\n",
       " ('Product Manager-Printer 产品经理（打印机）', 1),\n",
       " ('Product Manager 产品经理', 1),\n",
       " ('PM产品经理（高压BU）', 1),\n",
       " ('PM产品经理', 1),\n",
       " ('产品经理 Product Manager', 1),\n",
       " ('产品经理 (Product Manager-纳米流式仪)-上海', 1),\n",
       " ('高级产品经理 Product Manager(风控方向)', 1),\n",
       " ('技术产品经理  Technical Product Manager', 1),\n",
       " ('PM模拟芯片产品经理', 1),\n",
       " ('pm产品经理', 1),\n",
       " ('产品经理Product Manager', 1),\n",
       " ('Associate Product Manager 助理产品经理', 1),\n",
       " ('高级产品线经理/产品经理/PM', 1),\n",
       " ('产品经理 /高级产品经理( Product Manager)--云数据管理', 1),\n",
       " ('产品经理 Product Manager / Program manager', 1),\n",
       " ('Product Manager /产品经理', 1),\n",
       " ('肿瘤APM\\\\PM产品经理——肝癌', 1),\n",
       " ('pm产品经理', 1),\n",
       " ('Product Manager 产品经理（泌尿外科）- 外资医疗器械', 1),\n",
       " ('PM产品经理', 1),\n",
       " ('PM产品经理（芯片行业）', 1),\n",
       " ('移动互联网产品经理(PM0001)', 1),\n",
       " ('肿瘤产品经理 PM/SPM 肝癌', 1),\n",
       " ('海外中台产品经理（Product Manager）', 1),\n",
       " ('Product Manager / 产品经理', 1),\n",
       " ('高级产品线经理/产品经理/PM', 1),\n",
       " ('产品经理 Product Manager', 1),\n",
       " ('医疗产品经理PM', 1),\n",
       " ('肿瘤产品经理 PM/SPM 血液领域', 1),\n",
       " ('肿瘤产品经理 PM/SPM 消化领域', 1),\n",
       " ('肿瘤产品经理 PM/SPM 肺癌', 1),\n",
       " ('产品经理（彩妆产品）/ Product Manager (Make up)', 1),\n",
       " ('产品经理(Associate) Product Manager', 1),\n",
       " ('Platform Product Manager/软件平台产品经理', 1),\n",
       " ('Digital Product Manager数字化产品经理', 1),\n",
       " ('Assistant Product Manager 助理产品经理 - 处方药', 1),\n",
       " ('产品经理 (Product Manager)', 1),\n",
       " ('产品经理，精品/附件/礼品 Product Manager, Merchandise/Accessories/Gifts', 1),\n",
       " ('IT产品经理 IT Product Manager', 1),\n",
       " ('产品经理 Product Manager', 1),\n",
       " ('PM产品经理', 1),\n",
       " ('产品经理Product Manager', 1),\n",
       " ('(SEDS) Product Manager 产品经理', 1),\n",
       " ('（高级）产品经理-（抗感染中央市场PM）', 1),\n",
       " ('产品经理（PM）', 1),\n",
       " ('Product Manager –产品经理-外资眼科医疗器械', 1),\n",
       " ('Product Manager, Automation Ads Solution 国际化产品经理-投放自动化方向', 1),\n",
       " ('资深产品经理  Sr. PM (上海或深圳）', 1),\n",
       " ('pm产品经理', 1),\n",
       " ('PM产品经理', 1),\n",
       " ('外企医疗设备pm产品经理', 1),\n",
       " ('IAM Product Manager 汽车后市场产品经理', 1),\n",
       " ('产品经理 Product Manager', 1),\n",
       " ('PM/产品经理（村田/被动）', 1),\n",
       " ('产品经理 Product Manager', 1),\n",
       " ('PM市场产品经理', 1),\n",
       " ('资深产品经理（PM）', 1),\n",
       " ('Senior Product Manager/资深产品经理 - Cosmetics ', 1),\n",
       " ('Product Manager 产品经理', 1),\n",
       " ('产品经理(Product Manager)-医美产品', 1),\n",
       " ('产品经理 Product Manager', 1),\n",
       " ('产品经理PM', 1),\n",
       " ('产品线经理/PM', 1),\n",
       " ('产品经理（AI制药平台Product Manager of AI Pharmaceutical Platform', 1),\n",
       " ('食品产品经理PM', 1),\n",
       " ('产品线经理/PM ', 1),\n",
       " ('PM产品经理', 1),\n",
       " ('Local Fund Custody Product Manager 证券服务部本地基金托管产品经理', 1),\n",
       " ('产品经理，Product Manager, 家禽事业部', 1),\n",
       " ('PM/产品经理（电源/模拟）', 1),\n",
       " ('PM产品经理（功率器件）', 1),\n",
       " ('医药产品经理/PM', 1),\n",
       " ('PM产品经理-ST', 1),\n",
       " ('产品经理PM', 1),\n",
       " ('Label Product manager/标签产品经理 (MJ000729)', 1),\n",
       " ('元器件产品经理PM', 1),\n",
       " ('PM产品经理（功率模组）', 1),\n",
       " ('产品经理 Product Manager- TOP 外资IVD 公司', 1),\n",
       " ('CRM Product Manager CRM产品经理', 1),\n",
       " ('PM产品经理—RENESAS瑞萨', 1),\n",
       " ('产品经理 Product Manager', 1),\n",
       " ('LC Product Manager 生命周期产品经理', 1),\n",
       " ('PM产品经理-上海', 1),\n",
       " ('Algorithm Product manager/算法产品经理 (MJ000728)', 1),\n",
       " ('验证中心产品经理（PM）', 1),\n",
       " ('高级产品经理 Product Manager', 1),\n",
       " ('产品经理（医药库）（PM0100）', 1),\n",
       " ('PM,OTC产品经理', 1),\n",
       " ('PM产品经理-零售', 1),\n",
       " ('（高级）产品经理-（抗感染中央市场PM）', 1),\n",
       " ('Sr Product manager 资深产品经理', 1),\n",
       " ('产品经理PM', 1),\n",
       " ('分销侧产品经理 Product Manager of B2B Partnership (MJ015713)', 1),\n",
       " ('壁挂炉产品国际产品经理/International Product Manager_ TT 上海嘉定', 1),\n",
       " ('PM产品经理', 1),\n",
       " ('PM产品经理', 1),\n",
       " ('功率器件产品经理(PM)', 1),\n",
       " ('产品经理PM（互联网医疗）', 1),\n",
       " ('PM Originals FTW 鞋类产品经理', 1),\n",
       " ('Product Manager 产品经理', 1),\n",
       " ('一次性产品经理/专员 Single Use Product Manager/Specialist', 1),\n",
       " ('Product Manager/产品经理', 1),\n",
       " ('产品线经理/PM', 1),\n",
       " ('Product Manager - China (产品经理 着急 汽车行业)', 1),\n",
       " ('Product Manager/产品经理', 1),\n",
       " ('Product Manager 产品经理 猪产品', 1),\n",
       " ('产品经理（外科类产品）- PM - 上海', 1),\n",
       " ('产品经理  Product Manager_Cosmetic Lens', 1),\n",
       " ('Product Manager 产品经理 (MJ000138)', 1),\n",
       " ('高级产品经理Sr.Product Manager', 1),\n",
       " ('Product Manager-AE/产品经理', 1),\n",
       " ('Product Manager 产品经理', 1),\n",
       " ('产品经理（化妆品）Product Manager', 1),\n",
       " ('产品经理PM（上海）', 1),\n",
       " ('亚太区产品经理APAC Product Manager-工业涂料', 1),\n",
       " ('Automotive MCU Product Manager (汽车MCU产品经理)', 1),\n",
       " ('产品经理 Product Manager', 1),\n",
       " ('Product Manager 产品经理', 1),\n",
       " ('亚太区产品经理APAC Product Manager-工业涂料', 1),\n",
       " ('产品经理Product Manager-外资轻农业/园林工具', 1),\n",
       " ('市场产品经理Product Manager', 1),\n",
       " ('肝病药品市场产品经理PM', 1),\n",
       " ('产品经理PM——肿瘤新产品', 1),\n",
       " ('产品线经理/PM', 1),\n",
       " ('PM产品经理-瑞萨', 1),\n",
       " ('产品线经理/PM（主要负责市场推广、市场业务方向）', 1),\n",
       " ('PM产品经理', 1),\n",
       " ('PM产品经理', 1),\n",
       " ('亚太区产品经理APAC Product Manager-工业涂料', 1),\n",
       " ('产品经理 Product Manager', 1),\n",
       " ('产品经理/ Product manager', 1),\n",
       " ('产品经理 Product Manager - 新能源，电驱动相关', 1),\n",
       " ('PM产品经理', 1),\n",
       " ('Functional Safety Product Manager 功能安全产品经理', 1),\n",
       " ('PM Outdoor Apparel 服装产品经理（户外）', 1),\n",
       " ('Product Manager 产品经理 猪事业部', 1),\n",
       " ('产品经理PM', 1),\n",
       " ('产品线经理PM', 1),\n",
       " ('产品经理（燃料电池测试台架设计，机械方向）Product Manager –  Testing Bench', 1),\n",
       " ('医药市场产品经理PM——肿瘤', 1),\n",
       " ('PM（产品经理）', 1),\n",
       " ('产品经理PM', 1),\n",
       " ('Assistant Product Manager 助理产品经理 （PCR）', 1),\n",
       " ('Data Product Manager / 数据分析产品经理', 1),\n",
       " ('Product Manager 产品经理', 1),\n",
       " ('产品经理 Product Manager', 1),\n",
       " ('产品经理/PM（电子元器件）', 1),\n",
       " ('产品销售经理(Sales PM)-上海', 1),\n",
       " ('产品经理 Product Manager', 1),\n",
       " ('产品市场经理PM', 1),\n",
       " ('产品经理Product Marketing Manager', 1),\n",
       " ('神外产品销售经理 Product Sales Manager', 1),\n",
       " ('Electronics/IoT Product Manager/（物联网产品）经理', 1),\n",
       " ('PM/FSDM 产品/市场经理', 1),\n",
       " ('产品市场经理/Product Marketing Manager', 1),\n",
       " ('Product Marketing Manager, Creative  产品营销经理-创意方向', 1),\n",
       " ('Global Product Marketing Manager, Lead Ads  国际化产品营销经理-线索广告方向', 1),\n",
       " ('Product Marketing Manager 产品市场经理', 1),\n",
       " ('Product Communication Manager 产品传播经理()', 1),\n",
       " ('产品市场经理（Product Marketing Manager）', 1),\n",
       " ('产品营销经理（Product Marketing Manager） (MJ000139)', 1),\n",
       " ('Product Growth Strategy Manager（产品管理经理）', 1),\n",
       " ('(Ass.) Product Manager', 1),\n",
       " ('Sr Product Manager', 1),\n",
       " ('LED光源/灯具产品经理助理', 1),\n",
       " ('资深产品经理', 1),\n",
       " ('Product Manager', 1),\n",
       " ('Product Manager', 1),\n",
       " ('Robotaxi Product Manager', 1),\n",
       " ('汽车后市场产品经理', 1),\n",
       " ('阿里云产品经理', 1),\n",
       " ('企业产品经理（Microsoft 365）', 1),\n",
       " ('餐饮SaaS-海外SaaS产品经理', 1),\n",
       " ('LED户外灯具产品经理', 1),\n",
       " ('B端数字化产品经理（汽车行业）', 1),\n",
       " ('产品经理（RFID）', 1),\n",
       " ('产品经理', 1),\n",
       " ('LED光源产品经理', 1),\n",
       " ('LED灯具产品经理', 1),\n",
       " ('Technical Product Manager - 气溶胶行业 Aerosol Industry', 1),\n",
       " ('Technical Product Manager - Industry & Science', 1),\n",
       " ('助理产品经理', 1),\n",
       " ('财务系统产品经理 (MJ007413)', 1),\n",
       " ('Digital Product Manager （90M0116493）', 1),\n",
       " ('产品经理-预装式变电站(51506638)', 1),\n",
       " ('Service Product Manager - MR产品升级', 1),\n",
       " ('Product Manager_AA CG', 1),\n",
       " ('高级产品经理', 1),\n",
       " ('产品经理-大数据平台', 1),\n",
       " ('食品产品经理', 1),\n",
       " ('产品经理', 1),\n",
       " ('产品经理（中大型机器人）(86568119)', 1),\n",
       " ('Product Manager-Rail Mounted Components', 1),\n",
       " ('数控系统产品经理（上海）', 1),\n",
       " ('产品线经理 BU3', 1),\n",
       " ('产品线经理BU3', 1),\n",
       " ('ProductManager产品经理', 1),\n",
       " ('Senior Product Manager', 1),\n",
       " ('高级产品经理 (MJ002434)', 1),\n",
       " ('产品经理（英雄联盟电竞经理）', 1),\n",
       " ('汽车行业气动产品经理', 1),\n",
       " ('Senior/ Product Manager (Japanese speaking)', 1),\n",
       " ('Product Manager', 1),\n",
       " ('产品经理(消费品)', 1),\n",
       " ('Product Manager (Team Leader role)', 1),\n",
       " ('产品经理', 1),\n",
       " ('Product Manager（RFID）', 1),\n",
       " ('高级产品经理', 1),\n",
       " ('数据产品经理', 1),\n",
       " ('Product Marketing Sr. Manager（资深产品经理）', 1),\n",
       " ('Senior Product Manager (PaaS product for Japan Insurance market)', 1),\n",
       " ('Product Manager-工业', 1),\n",
       " ('Product Manager- E-Mobility', 1),\n",
       " ('Software Product Manager -Inventory and Costing', 1),\n",
       " ('Product Manager', 1),\n",
       " ('Product Manager', 1),\n",
       " ('Digital Product Manager', 1),\n",
       " ('Product Manager – SWS and SPR Equipment’s and Systems', 1),\n",
       " ('Product Manager - Targeting, Data, & Audience Solutions', 1),\n",
       " ('Product Manager', 1),\n",
       " ('Sr. Software Product Manager -Inventory and Costing (MJ007746)', 1),\n",
       " ('资深产品经理(J10041)', 1),\n",
       " ('Sr. Software Product Manager-MES (MJ008152)', 1),\n",
       " ('助理产品线经理', 1),\n",
       " ('Senior Product Manager-FPS', 1),\n",
       " ('产品线经理/助理产品线经理', 1),\n",
       " ('互联网产品经理', 1),\n",
       " ('Product Manager_Makeup Brand', 1),\n",
       " ('Industry & Automotive Product Manager', 1),\n",
       " ('Senior Product Manager(Non-tech)', 1),\n",
       " ('产品经理（功率器件）', 1),\n",
       " ('Assistant Product Manager', 1),\n",
       " ('芯片产品经理', 1),\n",
       " ('产品经理（风湿类生物制剂）', 1),\n",
       " ('政务产品经理', 1),\n",
       " ('Product Manager - Targeting, Data, & Audience Solutions', 1),\n",
       " ('车联网产品经理', 1),\n",
       " ('Product Manager - Travel Software Products', 1),\n",
       " ('高级产品经理', 1),\n",
       " ('产品经理', 1),\n",
       " ('Product Owner-To C 数字化产品经理', 1),\n",
       " ('Product Owner数字化产品经理', 1),\n",
       " ('产品经理（长期出差）', 1),\n",
       " ('产品经理（base上海，有出差，英文好！）', 1),\n",
       " ('产品经理', 1),\n",
       " ('Assistant Product Manager(80568234)', 1),\n",
       " ('外销产品经理', 1),\n",
       " ('product manager', 1),\n",
       " ('Product Manager', 1),\n",
       " ('产品经理', 1),\n",
       " ('产品经理', 1),\n",
       " ('Product Manager-Skincare', 1),\n",
       " ('产品经理（安世产品线）', 1),\n",
       " ('产品经理-工业网产品', 1),\n",
       " ('Automation Product Manager', 1),\n",
       " ('Infotainment product manager', 1),\n",
       " ('Product Manager(IHM)-Swine', 1),\n",
       " ('Senior Product Manager-Coupang Live', 1),\n",
       " ('诊断（助理）产品经理-上海-宠物事业部 ID141608', 1),\n",
       " ('Associate Product Manager', 1),\n",
       " ('(Sr.)Digital Product Manager', 1),\n",
       " ('助理/产品经理(J10093)', 1),\n",
       " ('Senior Product Manager', 1),\n",
       " ('(高级)内容产品经理', 1),\n",
       " ('Product Manager', 1),\n",
       " ('车联网产品高级经理（APP端）', 1),\n",
       " ('Product Manager', 1),\n",
       " ('Product Manager', 1),\n",
       " ('产品经理', 1),\n",
       " ('高级产品经理 (HVAC Sensor 暖通产品传感器)', 1),\n",
       " ('Product Manager, Digital', 1),\n",
       " ('Senior Technical Product Manager – Autonomous Vehicles', 1)]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 列表推导式\n",
    "word = [(df_liepin_gz['job.title'][i],zhiwei[i]) for i in range(len(zhiwei))]\n",
    "word"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "words = word[0:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "list"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('海外产品经理', 22),\n",
       " ('产品经理（web端 / 跨境电商）', 17),\n",
       " ('Assistant product Manager,Automation产品副经理，流水线', 11),\n",
       " ('区域产品经理 Regional Product Manager', 10),\n",
       " ('Product Manager (产品经理)', 9),\n",
       " ('资深产品经理(供应链业务) - Staff Software Product Manager (Supply  Chain)', 9),\n",
       " ('Product Manager 产品经理', 6),\n",
       " ('Junior Product Manager/初级产品经理 ID143608', 3),\n",
       " ('产品经理-用户安全和隐私 Product Manager - User Safety and Privacy', 3),\n",
       " ('Microsoft 365 Engineer(O365)', 3),\n",
       " ('产品经理（PM）', 3),\n",
       " ('产品经理(移动)（PM0001） (职位编号：PM0001)', 3),\n",
       " ('Product Manager 产品经理', 3),\n",
       " ('Project & Product Manager of Autonomous Driving 自动驾驶项目及产品经理', 2),\n",
       " ('产品经理C端', 2),\n",
       " ('Senior Product manager/高级产品经理 (MJ000752)', 2),\n",
       " ('产品经理/digtal product manager', 2),\n",
       " ('Digital Product manager/二手车大客户产品经理 (MJ000704)', 2),\n",
       " ('大客户销售总监', 2),\n",
       " ('Product Sales Manager, LS&H 医药数据库产品销售经理', 2)]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"WordCloud-shape-diamond\"))\n",
    "    .render(\"333.html\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "\n",
    "words = [\n",
    "    (\"Sam S Club\", 10000),\n",
    "    (\"Macys\", 6181),\n",
    "    (\"Amy Schumer\", 4386),\n",
    "    (\"Jurassic World\", 4055),\n",
    "    (\"Charter Communications\", 2467),\n",
    "    (\"Chick Fil A\", 2244),\n",
    "    (\"Planet Fitness\", 1868),\n",
    "    (\"Pitch Perfect\", 1484),\n",
    "    (\"Express\", 1112),\n",
    "    (\"Home\", 865),\n",
    "    (\"Johnny Depp\", 847),\n",
    "    (\"Lena Dunham\", 582),\n",
    "    (\"Lewis Hamilton\", 555),\n",
    "    (\"KXAN\", 550),\n",
    "    (\"Mary Ellen Mark\", 462),\n",
    "    (\"Farrah Abraham\", 366),\n",
    "    (\"Rita Ora\", 360),\n",
    "    (\"Serena Williams\", 282),\n",
    "    (\"NCAA baseball tournament\", 273),\n",
    "    (\"Point Break\", 265),\n",
    "]\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"WordCloud-shape-diamond\"))\n",
    "    .render(\"wordcloud_diamond.html\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.4 job.labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[电子/半导体/集成电路]                                                  5\n",
       "[电子/半导体/集成电路, 团队管理]                                            4\n",
       "[市场洞察, 客户管理]                                                   3\n",
       "[SaaS系统]                                                       2\n",
       "[市场洞察]                                                         2\n",
       "                                                              ..\n",
       "[交易产品, to C, to B, OTA, 产品设计, 竞品分析, 产品优化, 数据分析, 团队管理, 原型设计]    1\n",
       "[产品经理]                                                         1\n",
       "[电子产品及配件]                                                      1\n",
       "[代理商销售, 渠道销售, 市场洞察, 客户管理]                                      1\n",
       "[数据产品, 制造业, 团队管理, 产品规划, 用户研究]                                  1\n",
       "Name: job.labels, Length: 199, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "biaoqian = df_liepin_gz['job.labels'].value_counts()\n",
    "biaoqian[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "\n",
    "words = word\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"职位词云图\"))\n",
    "    .render(\"wordcloud_diamond.html\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.5 薪资（平均薪资）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\86181\\AppData\\Local\\Temp\\ipykernel_12732\\2326791591.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_liepin_gz.rename(columns={'job.labels':'职位标签','job.title':'职位名称','job.salary':'薪资','job.dq':'地区','job.requireEduLevel':'学历','job.requireWorkYears':'工作年限','comp.compName':'公司名称'},inplace=True)\n"
     ]
    }
   ],
   "source": [
    "df_liepin_gz.rename(columns={'job.labels':'职位标签','job.title':'职位名称','job.salary':'薪资','job.dq':'地区','job.requireEduLevel':'学历','job.requireWorkYears':'工作年限','comp.compName':'公司名称'},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>薪资</th>\n",
       "      <th>职位标签</th>\n",
       "      <th>地区</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>职位名称</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40-60k·15薪</td>\n",
       "      <td>[电商产品, 商业产品, 电子商务, IT互联网, 旅游行业, OTA, 用户研究, 产品设...</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>携程集团</td>\n",
       "      <td>海外产品经理</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20-30k</td>\n",
       "      <td>[to C, 电商产品, 海外产品, 智能硬件, web端产品, 产品规划, 用户研究, 数...</td>\n",
       "      <td>上海-徐汇区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>freebeat</td>\n",
       "      <td>产品经理（web端 / 跨境电商）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>薪资面议</td>\n",
       "      <td>[用户研究, 需求确认]</td>\n",
       "      <td>上海</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>奥森多医疗器械贸易(中国)有限公司</td>\n",
       "      <td>Assistant product Manager,Automation产品副经理，流水线</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>薪资面议</td>\n",
       "      <td>[]</td>\n",
       "      <td>上海</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>豪德机械</td>\n",
       "      <td>区域产品经理 Regional Product Manager</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>16-21k</td>\n",
       "      <td>[产品设计, saas]</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>赫尔马科技(上海)有限公司</td>\n",
       "      <td>Product Manager (产品经理)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>薪资面议</td>\n",
       "      <td>[]</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>保时捷(中国)汽车销售有限公司</td>\n",
       "      <td>Product Manager - Digital Sales</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>30-45k·16薪</td>\n",
       "      <td>[]</td>\n",
       "      <td>上海</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>top医疗外资</td>\n",
       "      <td>Digital Product Manager</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>[]</td>\n",
       "      <td>上海</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某上海世界500强医疗设备公司</td>\n",
       "      <td>Product Manager</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>30-35k·15薪</td>\n",
       "      <td>[数据产品, 制造业, 团队管理, 产品规划, 用户研究]</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某上海大型电气机械/器材公司</td>\n",
       "      <td>产品经理</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>20-30k·14薪</td>\n",
       "      <td>[]</td>\n",
       "      <td>上海</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>国际知名的润滑油生产制造企业</td>\n",
       "      <td>Product Manager</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             薪资                                               职位标签       地区  \\\n",
       "0    40-60k·15薪  [电商产品, 商业产品, 电子商务, IT互联网, 旅游行业, OTA, 用户研究, 产品设...   上海-长宁区   \n",
       "1        20-30k  [to C, 电商产品, 海外产品, 智能硬件, web端产品, 产品规划, 用户研究, 数...   上海-徐汇区   \n",
       "2          薪资面议                                       [用户研究, 需求确认]       上海   \n",
       "3          薪资面议                                                 []       上海   \n",
       "4        16-21k                                       [产品设计, saas]  上海-浦东新区   \n",
       "..          ...                                                ...      ...   \n",
       "395        薪资面议                                                 []  上海-浦东新区   \n",
       "396  30-45k·16薪                                                 []       上海   \n",
       "397  30-40k·13薪                                                 []       上海   \n",
       "398  30-35k·15薪                      [数据产品, 制造业, 团队管理, 产品规划, 用户研究]   上海-静安区   \n",
       "399  20-30k·14薪                                                 []       上海   \n",
       "\n",
       "      工作年限     学历 comp.compStage               公司名称  \\\n",
       "0    5-10年     本科           美股上市               携程集团   \n",
       "1     1-3年     本科             B轮           freebeat   \n",
       "2     3-5年     本科            NaN  奥森多医疗器械贸易(中国)有限公司   \n",
       "3    10年以上   统招本科            NaN               豪德机械   \n",
       "4     3-5年     本科            NaN      赫尔马科技(上海)有限公司   \n",
       "..     ...    ...            ...                ...   \n",
       "395   3-5年   统招本科            NaN    保时捷(中国)汽车销售有限公司   \n",
       "396  5-10年   统招本科          融资未公开            top医疗外资   \n",
       "397   3-5年  本科及以上          融资未公开    某上海世界500强医疗设备公司   \n",
       "398  10年以上   统招本科          融资未公开     某上海大型电气机械/器材公司   \n",
       "399   3-5年   学历不限          不需要融资     国际知名的润滑油生产制造企业   \n",
       "\n",
       "                                              职位名称  \n",
       "0                                           海外产品经理  \n",
       "1                                产品经理（web端 / 跨境电商）  \n",
       "2    Assistant product Manager,Automation产品副经理，流水线  \n",
       "3                  区域产品经理 Regional Product Manager  \n",
       "4                           Product Manager (产品经理)  \n",
       "..                                             ...  \n",
       "395                Product Manager - Digital Sales  \n",
       "396                        Digital Product Manager  \n",
       "397                                Product Manager  \n",
       "398                                           产品经理  \n",
       "399                                Product Manager  \n",
       "\n",
       "[400 rows x 8 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_liepin_gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>薪资</th>\n",
       "      <th>职位标签</th>\n",
       "      <th>地区</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>职位名称</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40-60k·15薪</td>\n",
       "      <td>[电商产品, 商业产品, 电子商务, IT互联网, 旅游行业, OTA, 用户研究, 产品设...</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>携程集团</td>\n",
       "      <td>海外产品经理</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20-30k</td>\n",
       "      <td>[to C, 电商产品, 海外产品, 智能硬件, web端产品, 产品规划, 用户研究, 数...</td>\n",
       "      <td>上海-徐汇区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>freebeat</td>\n",
       "      <td>产品经理（web端 / 跨境电商）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>16-21k</td>\n",
       "      <td>[产品设计, saas]</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>赫尔马科技(上海)有限公司</td>\n",
       "      <td>Product Manager (产品经理)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>40-70k</td>\n",
       "      <td>[供应链产品, to B, 英文沟通]</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>特斯拉汽车（北京）有限公司</td>\n",
       "      <td>资深产品经理(供应链业务) - Staff Software Product Manager...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>12-24k</td>\n",
       "      <td>[]</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Charlotte Tilbury China</td>\n",
       "      <td>Junior Product Manager/初级产品经理 ID143608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>[to B]</td>\n",
       "      <td>上海-虹口区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>沃尔沃汽车中国</td>\n",
       "      <td>AI Product manager (MJ000724)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>30-45k·16薪</td>\n",
       "      <td>[]</td>\n",
       "      <td>上海</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>top医疗外资</td>\n",
       "      <td>Digital Product Manager</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>[]</td>\n",
       "      <td>上海</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某上海世界500强医疗设备公司</td>\n",
       "      <td>Product Manager</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>30-35k·15薪</td>\n",
       "      <td>[数据产品, 制造业, 团队管理, 产品规划, 用户研究]</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某上海大型电气机械/器材公司</td>\n",
       "      <td>产品经理</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>20-30k·14薪</td>\n",
       "      <td>[]</td>\n",
       "      <td>上海</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>国际知名的润滑油生产制造企业</td>\n",
       "      <td>Product Manager</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>329 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             薪资                                               职位标签       地区  \\\n",
       "0    40-60k·15薪  [电商产品, 商业产品, 电子商务, IT互联网, 旅游行业, OTA, 用户研究, 产品设...   上海-长宁区   \n",
       "1        20-30k  [to C, 电商产品, 海外产品, 智能硬件, web端产品, 产品规划, 用户研究, 数...   上海-徐汇区   \n",
       "4        16-21k                                       [产品设计, saas]  上海-浦东新区   \n",
       "5        40-70k                                [供应链产品, to B, 英文沟通]  上海-浦东新区   \n",
       "7        12-24k                                                 []   上海-静安区   \n",
       "..          ...                                                ...      ...   \n",
       "394  20-35k·13薪                                             [to B]   上海-虹口区   \n",
       "396  30-45k·16薪                                                 []       上海   \n",
       "397  30-40k·13薪                                                 []       上海   \n",
       "398  30-35k·15薪                      [数据产品, 制造业, 团队管理, 产品规划, 用户研究]   上海-静安区   \n",
       "399  20-30k·14薪                                                 []       上海   \n",
       "\n",
       "      工作年限     学历 comp.compStage                     公司名称  \\\n",
       "0    5-10年     本科           美股上市                     携程集团   \n",
       "1     1-3年     本科             B轮                 freebeat   \n",
       "4     3-5年     本科            NaN            赫尔马科技(上海)有限公司   \n",
       "5    10年以上   统招本科            NaN            特斯拉汽车（北京）有限公司   \n",
       "7     3-5年     本科            NaN  Charlotte Tilbury China   \n",
       "..     ...    ...            ...                      ...   \n",
       "394   经验不限     本科            NaN                  沃尔沃汽车中国   \n",
       "396  5-10年   统招本科          融资未公开                  top医疗外资   \n",
       "397   3-5年  本科及以上          融资未公开          某上海世界500强医疗设备公司   \n",
       "398  10年以上   统招本科          融资未公开           某上海大型电气机械/器材公司   \n",
       "399   3-5年   学历不限          不需要融资           国际知名的润滑油生产制造企业   \n",
       "\n",
       "                                                  职位名称  \n",
       "0                                               海外产品经理  \n",
       "1                                    产品经理（web端 / 跨境电商）  \n",
       "4                               Product Manager (产品经理)  \n",
       "5    资深产品经理(供应链业务) - Staff Software Product Manager...  \n",
       "7               Junior Product Manager/初级产品经理 ID143608  \n",
       "..                                                 ...  \n",
       "394                      AI Product manager (MJ000724)  \n",
       "396                            Digital Product Manager  \n",
       "397                                    Product Manager  \n",
       "398                                               产品经理  \n",
       "399                                    Product Manager  \n",
       "\n",
       "[329 rows x 8 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议 = df_liepin_gz.query(\"薪资 != '薪资面议' and 薪资 != '面议'\")\n",
    "非薪资面议"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['40-60k', '15'],\n",
       " ['20-30k'],\n",
       " ['16-21k'],\n",
       " ['40-70k'],\n",
       " ['12-24k'],\n",
       " ['35-80k'],\n",
       " ['14-18k'],\n",
       " ['15-30k'],\n",
       " ['25-40k'],\n",
       " ['25-35k', '13'],\n",
       " ['15-35k', '13'],\n",
       " ['20-28k', '19'],\n",
       " ['18-35k', '15'],\n",
       " ['30-50k'],\n",
       " ['15-25k', '15'],\n",
       " ['20-25k'],\n",
       " ['18-25k', '13'],\n",
       " ['20-35k'],\n",
       " ['25-40k', '14'],\n",
       " ['15-20k'],\n",
       " ['15-20k'],\n",
       " ['20-25k'],\n",
       " ['35-55k', '13'],\n",
       " ['17-30k', '13'],\n",
       " ['20-30k', '16'],\n",
       " ['20-40k'],\n",
       " ['15-20k'],\n",
       " ['20-30k', '16'],\n",
       " ['30-55k', '13'],\n",
       " ['25-28k', '15'],\n",
       " ['20-40k', '13'],\n",
       " ['25-30k'],\n",
       " ['25-40k', '15'],\n",
       " ['30-40k', '17'],\n",
       " ['10-25k', '13'],\n",
       " ['25-35k', '14'],\n",
       " ['10-15k'],\n",
       " ['30-35k'],\n",
       " ['35-65k', '16'],\n",
       " ['20-40k', '13'],\n",
       " ['25-33k'],\n",
       " ['20-25k'],\n",
       " ['25-30k'],\n",
       " ['25-35k'],\n",
       " ['25-35k'],\n",
       " ['8-24k'],\n",
       " ['20-45k'],\n",
       " ['25-45k', '14'],\n",
       " ['20-40k'],\n",
       " ['20-35k', '14'],\n",
       " ['22-35k'],\n",
       " ['20-30k', '14'],\n",
       " ['20-45k', '15'],\n",
       " ['30-40k'],\n",
       " ['20-25k'],\n",
       " ['35-65k'],\n",
       " ['40-60k', '15'],\n",
       " ['20-50k', '14'],\n",
       " ['20-25k', '14'],\n",
       " ['20-30k'],\n",
       " ['25-50k', '13'],\n",
       " ['13-25k', '13'],\n",
       " ['20-40k', '15'],\n",
       " ['30-50k', '15'],\n",
       " ['35-40k', '15'],\n",
       " ['40-55k', '15'],\n",
       " ['15-25k', '13'],\n",
       " ['30-35k', '15'],\n",
       " ['25-35k'],\n",
       " ['10-20k'],\n",
       " ['16-25k'],\n",
       " ['20-40k', '13'],\n",
       " ['25-40k'],\n",
       " ['15-29k'],\n",
       " ['20-30k'],\n",
       " ['15-25k', '13'],\n",
       " ['25-40k', '14'],\n",
       " ['30-60k'],\n",
       " ['15-20k', '17'],\n",
       " ['18-25k'],\n",
       " ['20-30k', '13'],\n",
       " ['15-20k'],\n",
       " ['25-40k', '14'],\n",
       " ['25-35k', '16'],\n",
       " ['25-40k', '13'],\n",
       " ['12-18k', '17'],\n",
       " ['15-30k', '13'],\n",
       " ['20-30k', '13'],\n",
       " ['15-30k'],\n",
       " ['20-30k'],\n",
       " ['22-30k'],\n",
       " ['35-45k', '13'],\n",
       " ['25-40k', '14'],\n",
       " ['20-27k', '14'],\n",
       " ['20-30k'],\n",
       " ['20-45k', '15'],\n",
       " ['36-65k', '13'],\n",
       " ['15-20k'],\n",
       " ['22-40k', '15'],\n",
       " ['10-15k'],\n",
       " ['10-15k'],\n",
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       " ['10-15k'],\n",
       " ['20-25k'],\n",
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       " ['15-25k', '13'],\n",
       " ['25-30k', '14'],\n",
       " ['20-27k', '15'],\n",
       " ['30-40k', '18'],\n",
       " ['20-30k'],\n",
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       " ['40-65k'],\n",
       " ['12-20k', '14'],\n",
       " ['25-45k', '16'],\n",
       " ['15-25k', '14'],\n",
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       " ['20-30k', '16'],\n",
       " ['20-30k'],\n",
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       " ['20-30k'],\n",
       " ['15-20k', '17'],\n",
       " ['30-55k', '14'],\n",
       " ['25-45k', '16'],\n",
       " ['15-20k'],\n",
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       " ['15-25k'],\n",
       " ['25-35k', '13'],\n",
       " ['15-20k', '15'],\n",
       " ['18-23k', '13'],\n",
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       " ['25-30k'],\n",
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       " ['18-30k', '15'],\n",
       " ['10-15k', '13'],\n",
       " ['20-25k', '15'],\n",
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       " ['25-35k', '14'],\n",
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       " ['60-70k', '14'],\n",
       " ['30-60k'],\n",
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       " ['40-55k'],\n",
       " ['20-40k'],\n",
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       " ['8-12k'],\n",
       " ['40-60k'],\n",
       " ['20-30k', '13'],\n",
       " ['30-50k'],\n",
       " ['12-15k', '13'],\n",
       " ['28-30k', '14'],\n",
       " ['40-50k'],\n",
       " ['40-60k', '15'],\n",
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       " ['35-40k', '16'],\n",
       " ['35-40k', '15'],\n",
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       " ['15-25k'],\n",
       " ['25-30k'],\n",
       " ['25-30k'],\n",
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       " ['25-30k', '16'],\n",
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       " ['35-50k'],\n",
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       " ['20-27k', '15'],\n",
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       " ['15-30k'],\n",
       " ['15-30k'],\n",
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       " ['15-30k'],\n",
       " ['20-35k'],\n",
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       " ['20-28k', '14'],\n",
       " ['25-35k', '13'],\n",
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       " ['35-40k', '15'],\n",
       " ['50-60k', '13'],\n",
       " ['20-27k', '15'],\n",
       " ['25-40k', '14'],\n",
       " ['18-35k'],\n",
       " ['20-30k', '15'],\n",
       " ['20-35k', '13'],\n",
       " ['25-50k'],\n",
       " ['30-45k', '13'],\n",
       " ['30-45k', '13'],\n",
       " ['20-25k', '13'],\n",
       " ['15-30k', '18'],\n",
       " ['30-45k', '13'],\n",
       " ['25-45k'],\n",
       " ['30-45k', '15'],\n",
       " ['25-45k'],\n",
       " ['8-13k'],\n",
       " ['30-40k', '14'],\n",
       " ['10-15k'],\n",
       " ['30-40k', '15'],\n",
       " ['15-20k', '14'],\n",
       " ['50-80k'],\n",
       " ['20-29k'],\n",
       " ['11-20k'],\n",
       " ['30-50k', '15'],\n",
       " ['15-25k'],\n",
       " ['18-25k'],\n",
       " ['25-45k', '18'],\n",
       " ['18-25k', '13'],\n",
       " ['15-30k'],\n",
       " ['20-40k'],\n",
       " ['15-20k'],\n",
       " ['25-30k'],\n",
       " ['18-35k', '13'],\n",
       " ['20-35k', '15'],\n",
       " ['15-20k'],\n",
       " ['20-30k'],\n",
       " ['20-38k', '13'],\n",
       " ['20-25k', '15'],\n",
       " ['20-25k', '15'],\n",
       " ['15-30k', '13'],\n",
       " ['30-35k'],\n",
       " ['20-40k', '13'],\n",
       " ['50-80k', '13'],\n",
       " ['25-35k'],\n",
       " ['40-70k', '13'],\n",
       " ['18-30k', '13'],\n",
       " ['40-65k'],\n",
       " ['60-75k', '15'],\n",
       " ['25-30k', '13'],\n",
       " ['30-50k'],\n",
       " ['25-40k', '17'],\n",
       " ['50-55k', '15'],\n",
       " ['25-55k', '13'],\n",
       " ['20-35k'],\n",
       " ['30-40k'],\n",
       " ['25-40k', '15'],\n",
       " ['20-30k', '13'],\n",
       " ['30-35k', '16'],\n",
       " ['20-40k'],\n",
       " ['25-35k', '15'],\n",
       " ['25-35k', '13'],\n",
       " ['15-23k'],\n",
       " ['30-40k', '15'],\n",
       " ['15-30k'],\n",
       " ['15-25k'],\n",
       " ['30-50k', '14'],\n",
       " ['15-25k'],\n",
       " ['20-35k', '13'],\n",
       " ['7-10k', '14'],\n",
       " ['15-30k'],\n",
       " ['28-40k', '14'],\n",
       " ['15-30k'],\n",
       " ['25-40k', '18'],\n",
       " ['20-40k'],\n",
       " ['15-25k', '15'],\n",
       " ['15-25k', '13'],\n",
       " ['8-13k'],\n",
       " ['40-60k'],\n",
       " ['16-35k'],\n",
       " ['18-25k', '18'],\n",
       " ['30-50k'],\n",
       " ['30-35k'],\n",
       " ['15-25k'],\n",
       " ['20-23k'],\n",
       " ['30-50k', '13'],\n",
       " ['14-25k'],\n",
       " ['25-30k', '13'],\n",
       " ['25-50k', '14'],\n",
       " ['9-15k'],\n",
       " ['40-60k'],\n",
       " ['15-20k', '14'],\n",
       " ['25-45k', '18'],\n",
       " ['10-15k'],\n",
       " ['10-14k'],\n",
       " ['15-25k'],\n",
       " ['8-12k'],\n",
       " ['20-40k', '16'],\n",
       " ['25-30k'],\n",
       " ['15-30k', '18'],\n",
       " ['20-25k', '13'],\n",
       " ['15-20k', '13'],\n",
       " ['20-40k', '14'],\n",
       " ['10-15k'],\n",
       " ['20-40k'],\n",
       " ['16-20k', '16'],\n",
       " ['25-50k', '15'],\n",
       " ['30-60k', '14'],\n",
       " ['30-40k', '15'],\n",
       " ['30-35k', '17'],\n",
       " ['40-60k', '15'],\n",
       " ['30-40k', '15'],\n",
       " ['18-26k'],\n",
       " ['25-35k'],\n",
       " ['45-55k', '16'],\n",
       " ['17-35k', '13'],\n",
       " ['20-35k', '13'],\n",
       " ['40-55k'],\n",
       " ['35-50k', '13'],\n",
       " ['20-30k', '13'],\n",
       " ['20-25k'],\n",
       " ['60-80k'],\n",
       " ['30-50k', '14'],\n",
       " ['35-50k', '14'],\n",
       " ['20-30k', '13'],\n",
       " ['35-55k', '15'],\n",
       " ['20-25k', '14'],\n",
       " ['25-55k', '13'],\n",
       " ['20-35k', '13'],\n",
       " ['20-35k', '13'],\n",
       " ['30-45k', '16'],\n",
       " ['30-40k', '13'],\n",
       " ['30-35k', '15'],\n",
       " ['20-30k', '14']]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议_detail = 非薪资面议['薪资'].apply(lambda x:x.split('薪')[0].split('·')).tolist()\n",
    "非薪资面议_detail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
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     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "平均薪资 = [ (int(i[0].split('-')[0]) +int(i[0].split('-')[1].split('k')[0]))/2    \\\n",
    " if len(i)==1 else round((int(i[0].split('-')[0]) +int(i[0].split('-')[1].split('k')[0]))/2*int(i[1])/12,1)     \\\n",
    " for i in 非薪资面议_detail        ] \n",
    "平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "329"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(平均薪资)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\86181\\AppData\\Local\\Temp\\ipykernel_12732\\777353287.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  非薪资面议['平均薪资']=平均薪资\n"
     ]
    }
   ],
   "source": [
    "非薪资面议['平均薪资']=平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地区</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>上海</th>\n",
       "      <td>32.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海-嘉定区</th>\n",
       "      <td>22.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海-徐汇区</th>\n",
       "      <td>23.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海-普陀区</th>\n",
       "      <td>27.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海-杨浦区</th>\n",
       "      <td>22.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海-松江区</th>\n",
       "      <td>27.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海-浦东新区</th>\n",
       "      <td>32.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海-虹口区</th>\n",
       "      <td>28.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海-长宁区</th>\n",
       "      <td>28.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海-闵行区</th>\n",
       "      <td>25.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海-青浦区</th>\n",
       "      <td>20.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海-静安区</th>\n",
       "      <td>27.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海-黄浦区</th>\n",
       "      <td>35.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          平均薪资\n",
       "地区            \n",
       "上海       32.50\n",
       "上海-嘉定区   22.20\n",
       "上海-徐汇区   23.75\n",
       "上海-普陀区   27.50\n",
       "上海-杨浦区   22.40\n",
       "上海-松江区   27.50\n",
       "上海-浦东新区  32.50\n",
       "上海-虹口区   28.45\n",
       "上海-长宁区   28.20\n",
       "上海-闵行区   25.25\n",
       "上海-青浦区   20.40\n",
       "上海-静安区   27.50\n",
       "上海-黄浦区   35.00"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分地区平均薪资\n",
    "分地区_平均薪资 = 非薪资面议.groupby('地区').agg({'平均薪资':'median'})\n",
    "分地区_平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[32.5, 22.2, 23.8, 27.5, 22.4, 27.5, 32.5, 28.5, 28.2, 25.2, 20.4, 27.5, 35.0]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_values =  [round(i[0],1) for i in 分地区_平均薪资.values.tolist()]\n",
    "分地区_平均薪资_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['上海',\n",
       " '上海-嘉定区',\n",
       " '上海-徐汇区',\n",
       " '上海-普陀区',\n",
       " '上海-杨浦区',\n",
       " '上海-松江区',\n",
       " '上海-浦东新区',\n",
       " '上海-虹口区',\n",
       " '上海-长宁区',\n",
       " '上海-闵行区',\n",
       " '上海-青浦区',\n",
       " '上海-静安区',\n",
       " '上海-黄浦区']"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_index = 分地区_平均薪资.index.tolist()\n",
    "分地区_平均薪资_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "\n",
    "c = (\n",
    "    Bar()\n",
    "    .add_xaxis([i.split('-')[1] for i in 分地区_平均薪资_index[1:]])\n",
    "    .add_yaxis(\"地区\",分地区_平均薪资_values[1:])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"PM-分地区-中位数薪资\"),\n",
    "        brush_opts=opts.BrushOpts(),\n",
    "    )\n",
    "    .render( key + \"_bar_with_brush_地区薪资中位数_\"+output_time+'.html')\n",
    ")\n",
    "# c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>工作年限</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1-3年</th>\n",
       "      <td>22.555882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10年以上</th>\n",
       "      <td>44.955556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3-5年</th>\n",
       "      <td>27.762264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5-10年</th>\n",
       "      <td>35.286667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>一年以下</th>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>经验不限</th>\n",
       "      <td>35.765854</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            平均薪资\n",
       "工作年限            \n",
       "1-3年   22.555882\n",
       "10年以上  44.955556\n",
       "3-5年   27.762264\n",
       "5-10年  35.286667\n",
       "一年以下   45.000000\n",
       "经验不限   35.765854"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_year_salary = 非薪资面议.groupby('工作年限').agg({'平均薪资':'mean'})\n",
    "df_year_salary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">1-3年</th>\n",
       "      <th>本科</th>\n",
       "      <td>20.670833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>24.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士及以上</th>\n",
       "      <td>32.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>27.633333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">10年以上</th>\n",
       "      <th>大专及以上</th>\n",
       "      <td>32.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>59.460000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>31.557143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>47.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士</th>\n",
       "      <td>65.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士及以上</th>\n",
       "      <td>52.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>44.855556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">3-5年</th>\n",
       "      <th>大专</th>\n",
       "      <td>22.640000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>27.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>27.925000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>24.452727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>34.364286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士</th>\n",
       "      <td>37.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士及以上</th>\n",
       "      <td>39.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>31.237500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">5-10年</th>\n",
       "      <th>大专</th>\n",
       "      <td>22.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>29.350000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>42.820000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>33.965385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>40.415385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士</th>\n",
       "      <td>29.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士及以上</th>\n",
       "      <td>46.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>35.912500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>一年以下</th>\n",
       "      <th>大专及以上</th>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">经验不限</th>\n",
       "      <th>大专及以上</th>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>41.314286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>24.993750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>40.225000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>45.723077</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  平均薪资\n",
       "工作年限  学历              \n",
       "1-3年  本科     20.670833\n",
       "      本科及以上  24.166667\n",
       "      硕士及以上  32.500000\n",
       "      统招本科   27.633333\n",
       "10年以上 大专及以上  32.500000\n",
       "      学历不限   59.460000\n",
       "      本科     31.557143\n",
       "      本科及以上  47.300000\n",
       "      硕士     65.000000\n",
       "      硕士及以上  52.500000\n",
       "      统招本科   44.855556\n",
       "3-5年  大专     22.640000\n",
       "      大专及以上  27.500000\n",
       "      学历不限   27.925000\n",
       "      本科     24.452727\n",
       "      本科及以上  34.364286\n",
       "      硕士     37.500000\n",
       "      硕士及以上  39.700000\n",
       "      统招本科   31.237500\n",
       "5-10年 大专     22.400000\n",
       "      大专及以上  29.350000\n",
       "      学历不限   42.820000\n",
       "      本科     33.965385\n",
       "      本科及以上  40.415385\n",
       "      硕士     29.900000\n",
       "      硕士及以上  46.700000\n",
       "      统招本科   35.912500\n",
       "一年以下  大专及以上  45.000000\n",
       "经验不限  大专及以上  22.000000\n",
       "      学历不限   41.314286\n",
       "      本科     24.993750\n",
       "      本科及以上  40.225000\n",
       "      统招本科   45.723077"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分工作时间和学历平均薪资\n",
    "df_year_edulevel =  非薪资面议.groupby(['工作年限','学历']).agg({'平均薪资':'mean'})\n",
    "df_year_edulevel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'行业'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "Input \u001b[1;32mIn [46]\u001b[0m, in \u001b[0;36m<cell line: 2>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m# 分行业\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m df_industry \u001b[38;5;241m=\u001b[39m \u001b[43m非薪资面议\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgroupby\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m行业\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39magg({\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m平均薪资\u001b[39m\u001b[38;5;124m'\u001b[39m:\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmean\u001b[39m\u001b[38;5;124m'\u001b[39m})\n\u001b[0;32m      3\u001b[0m df_industry\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:7712\u001b[0m, in \u001b[0;36mDataFrame.groupby\u001b[1;34m(self, by, axis, level, as_index, sort, group_keys, squeeze, observed, dropna)\u001b[0m\n\u001b[0;32m   7707\u001b[0m axis \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_axis_number(axis)\n\u001b[0;32m   7709\u001b[0m \u001b[38;5;66;03m# https://github.com/python/mypy/issues/7642\u001b[39;00m\n\u001b[0;32m   7710\u001b[0m \u001b[38;5;66;03m# error: Argument \"squeeze\" to \"DataFrameGroupBy\" has incompatible type\u001b[39;00m\n\u001b[0;32m   7711\u001b[0m \u001b[38;5;66;03m# \"Union[bool, NoDefault]\"; expected \"bool\"\u001b[39;00m\n\u001b[1;32m-> 7712\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mDataFrameGroupBy\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m   7713\u001b[0m \u001b[43m    \u001b[49m\u001b[43mobj\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m   7714\u001b[0m \u001b[43m    \u001b[49m\u001b[43mkeys\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mby\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   7715\u001b[0m \u001b[43m    \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   7716\u001b[0m \u001b[43m    \u001b[49m\u001b[43mlevel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   7717\u001b[0m \u001b[43m    \u001b[49m\u001b[43mas_index\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mas_index\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   7718\u001b[0m \u001b[43m    \u001b[49m\u001b[43msort\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msort\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   7719\u001b[0m \u001b[43m    \u001b[49m\u001b[43mgroup_keys\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgroup_keys\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   7720\u001b[0m \u001b[43m    \u001b[49m\u001b[43msqueeze\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msqueeze\u001b[49m\u001b[43m,\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# type: ignore[arg-type]\u001b[39;49;00m\n\u001b[0;32m   7721\u001b[0m \u001b[43m    \u001b[49m\u001b[43mobserved\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mobserved\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   7722\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdropna\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdropna\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   7723\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\groupby\\groupby.py:882\u001b[0m, in \u001b[0;36mGroupBy.__init__\u001b[1;34m(self, obj, keys, axis, level, grouper, exclusions, selection, as_index, sort, group_keys, squeeze, observed, mutated, dropna)\u001b[0m\n\u001b[0;32m    879\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m grouper \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m    880\u001b[0m     \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mgroupby\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mgrouper\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m get_grouper\n\u001b[1;32m--> 882\u001b[0m     grouper, exclusions, obj \u001b[38;5;241m=\u001b[39m \u001b[43mget_grouper\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    883\u001b[0m \u001b[43m        \u001b[49m\u001b[43mobj\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    884\u001b[0m \u001b[43m        \u001b[49m\u001b[43mkeys\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    885\u001b[0m \u001b[43m        \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    886\u001b[0m \u001b[43m        \u001b[49m\u001b[43mlevel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    887\u001b[0m \u001b[43m        \u001b[49m\u001b[43msort\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msort\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    888\u001b[0m \u001b[43m        \u001b[49m\u001b[43mobserved\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mobserved\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    889\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmutated\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmutated\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    890\u001b[0m \u001b[43m        \u001b[49m\u001b[43mdropna\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdropna\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    891\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    893\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj \u001b[38;5;241m=\u001b[39m obj\n\u001b[0;32m    894\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxis \u001b[38;5;241m=\u001b[39m obj\u001b[38;5;241m.\u001b[39m_get_axis_number(axis)\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\groupby\\grouper.py:882\u001b[0m, in \u001b[0;36mget_grouper\u001b[1;34m(obj, key, axis, level, sort, observed, mutated, validate, dropna)\u001b[0m\n\u001b[0;32m    880\u001b[0m         in_axis, level, gpr \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m, gpr, \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m    881\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 882\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(gpr)\n\u001b[0;32m    883\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(gpr, Grouper) \u001b[38;5;129;01mand\u001b[39;00m gpr\u001b[38;5;241m.\u001b[39mkey \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m    884\u001b[0m     \u001b[38;5;66;03m# Add key to exclusions\u001b[39;00m\n\u001b[0;32m    885\u001b[0m     exclusions\u001b[38;5;241m.\u001b[39madd(gpr\u001b[38;5;241m.\u001b[39mkey)\n",
      "\u001b[1;31mKeyError\u001b[0m: '行业'"
     ]
    }
   ],
   "source": [
    "# 分行业\n",
    "df_industry = 非薪资面议.groupby('行业').agg({'平均薪资':'mean'})\n",
    "df_industry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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